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  "title": "ChatGPT Clinic Caveats: 43 Claims Fact-Checked | Rotgar",
  "h1": "When ChatGPT Adds Caveats to Clinic Recommendations",
  "description": "A claim-level audit of 43 identified caveat families from 450 New York City clinic answers tests what was supported, overstated, stale, unsupported or unverifiable.",
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    "markdown": "Rotgar Research · Medical\n\n# When ChatGPT Adds Caveats to Clinic Recommendations\n\nA secondary analysis of 450 repeated New York City answers examined whether clinic-specific commercial and operational caveats were supported by current primary sources—and whether competing clinics were evaluated on comparable evidence.\n\nBy **Evgeniy Yudin**, Founder and Strategy Lead Methodology reviewer — Boris Teplyakov, SEO Lead Published September 3, 2026 Version 1.0 US English\n\nMethodology review only; not clinical review, peer review, legal review, a formal external audit or an assessment of the providers named in the answers. The study does not assess treatment quality, safety, clinical appropriateness or which clinic a patient should choose.\n\n[Read the findings](https://rotgar.com/medical/resources/chatgpt-clinic-caveats-fact-check#answer) [Download the data](https://rotgar.com/medical/resources/chatgpt-clinic-caveats-fact-check#downloads)\n\nDirect answer\n\n## Most caveats had a factual basis, but 48.8% could not be repeated as written without qualification\n\nOf 43 deduplicated clinic-specific caveat families, **22 (51.2%) were fully supported** by current or correctly dated primary sources. Another 16 (37.2%) had a factual basis but were overstated, applied asymmetrically or built on comparisons that were not like for like. Two (4.7%) were historically supported but stale as current claims, two (4.7%) were not supported by the checked primary sources, and one (2.3%) could not be verified.\n\n**In total, 21 of 43 claim families (48.8%) could not be repeated as written without qualification.** This combines the partly supported or overstated, stale, not supported and unverifiable categories; it does not mean that 48.8% were false.\n\n**No serious clinic-specific allegation was identified under the study’s coding rules.** Across the 450-answer corpus, no coded claim involved malpractice, lawsuits, sanctions, fraud, unsafe care or poor patient outcomes. The observed issue was narrower: ChatGPT sometimes converted a limited fact, missing field or old document into a broader commercial impression.\n\n**The central finding is evidence asymmetry.** In some answers, one clinic received a specific, checkable caveat while another received broad positive language without an equivalent check. A competitor without a visible caveat was not necessarily better documented or more reliable; it was sometimes simply not evaluated on the same field.\n\nThis study does not show that publishing more information causes worse framing, that publishing less information causes worse framing, or that one named clinic is clinically better than another.\n\n**43** deduplicated clinic-specific claim families fact-checked\n\n**51.2%**fully supported by current or correctly dated primary sources\n\n**37.2%**had a factual basis but were overstated, asymmetric or not like for like\n\n**0 of 450** serious clinic-specific allegations identified under the study’s coding rules\n\nStudy at a glance\n\n## A claim-level audit of a frozen 450-answer corpus\n\nParent corpus\n\n450 answers\n\nClaim families\n\n43\n\nSame-answer contrasts\n\n18\n\nMedical service lines\n\n3\n\nPrompt geography\n\nNew York City\n\nSource-check date\n\nAugust 29, 2026\n\nCore collection date\n\nAugust 18, 2026\n\nUnit of analysis\n\nDeduplicated claim family\n\nClinical ranking performed\n\nNo\n\nThis is a companion analysis of [the original 450-answer shortlist and source-stability study](https://rotgar.com/medical/resources/chatgpt-clinic-shortlists-model-effort-stability). The parent release is archived under [version DOI 10.5281/zenodo.22162725](https://doi.org/10.5281/zenodo.22162725).\n\nVerdict distribution\n\n## Support was common, but evidence status was not binary\n\nThe five-part coding distinguishes a bounded supported fact from wording that widened the fact, used old evidence, lacked current support or could not be checked.\n\n- Fully supported**22 · 51.2%**\n- Partly supported or overstated**16 · 37.2%**\n- Stale**2 · 4.7%**\n- Not supported**2 · 4.7%**\n- Unverifiable**1 · 2.3%**\n\nFigure 1. Verdicts for 43 deduplicated claim families. Exact counts and definitions are repeated in the table below.\n\n**Table 1. Claim-family verdict distribution**\n\n| Verdict | Claim families | Share | Meaning |\n| --- | --- | --- | --- |\n| Fully supported | 22 | 51.2% | Current or correctly dated primary evidence supported the bounded claim. |\n| Partly supported or overstated | 16 | 37.2% | A narrow fact existed, but the wording widened it, compared unlike fields or applied the check asymmetrically. |\n| Stale | 2 | 4.7% | The fact was historically documented but was not suitable as a current claim on the audit date. |\n| Not supported | 2 | 4.7% | The checked current primary source did not support the statement; in one case it directly contradicted the claimed ambiguity. |\n| Unverifiable | 1 | 2.3% | The relevant primary page was unavailable, so the claim could not be confirmed or rejected. |\n\nDisplayed category shares sum to 100.1% because each share is rounded independently to one decimal place.\n\n**Denominator:** 43 deduplicated claim families, not 450 independent answers and not 43 measures of clinic quality.\n\nFindings by niche\n\n## The type of caveat differed across the three service lines\n\n**Table 2. Verdict distribution within each niche**\n\n| Niche | Claim families | Fully supported | Partly supported / overstated | Stale | Not supported | Unverifiable |\n| --- | --- | --- | --- | --- | --- | --- |\n| IVF | 19 | 10 (52.6%) | 8 (42.1%) | 0 (0%) | 1 (5.3%) | 0 (0%) |\n| Full-arch dental implants | 18 | 9 (50%) | 7 (38.9%) | 0 (0%) | 1 (5.6%) | 1 (5.6%) |\n| Bariatric surgery | 6 | 3 (50%) | 1 (16.7%) | 2 (33.3%) | 0 (0%) | 0 (0%) |\n\nIVF caveats most often concerned package exclusions, prices, insurance participation and the age or precision of published outcome data. Dental answers more often turned a missing field or workflow description into an inference about price, timing, credentials or clinic maturity. Bariatric caveats included exact outcome figures and historical price or fee documents, making source date and metric scope particularly important.\n\nThe niche percentages are descriptive. Each niche contains a small number of deduplicated claim families, and the families differ in commercial importance and recurrence.\n\nConcrete fact checks\n\n## Seven examples show where the distinction changed the commercial impression\n\nEach finding below evaluates one bounded statement against the cited primary source as checked on August 29, 2026. It does not score the clinic, treatment or clinical outcome.\n\n01\n\nExtend Fertility\n\n### The current page contradicted the claimed package ambiguity\n\nWhat ChatGPT said\n\nConfirm whether that package matches infertility treatment rather than egg freezing and whether all necessary laboratory services are included.Saved answer ID `R25-P1-C3`\n\nWhat the primary source shows\n\nExtend's current Infertility & IVF page separates IVF from egg freezing and itemizes the IVF offer. It lists monitoring, retrieval with anesthesia and vitrification in the cycle price, then separately lists frozen embryo transfer, ICSI thresholds, biopsy and genetics fees, medication and storage.\n\nVerdict\n\n**Not supported by the checked current primary source.**\n\nPrimary source\n\n[Extend Fertility: Infertility & IVF ](https://extendfertility.com/services/infertility-and-ivf/)\n\nWhy the distinction matters\n\nThis finding rejects the claimed ambiguity on the checked page. It does not validate every possible patient quote or establish that all treatment costs are fixed.\n\nPrimary source checked August 29, 2026\n\n02\n\nManhattan Arch\n\n### The source did not establish that the brand was relatively new\n\nWhat ChatGPT said\n\nThe brand appears relatively new, so ask for each clinician’s personal case volume and longer-term cases.Saved answer ID `R23-P2-C5`\n\nWhat the primary source shows\n\nThe current team page identifies an oral and maxillofacial surgeon and prosthodontists, but it does not establish a launch date, relative newness, lower case volume or weaker long-term outcomes.\n\nVerdict\n\n**Not supported by the checked primary source.**\n\nPrimary source\n\n[Manhattan Arch: Meet the Doctors ](https://manhattanarchimplantcenter.com/meet-the-doctors/)\n\nWhy the distinction matters\n\nAbsence of support is not proof of the opposite. The audit found no primary evidence for the statement; it did not determine the clinic's actual founding date or case volume.\n\nPrimary source checked August 29, 2026\n\n03\n\nColumbia Dental Implant Center\n\n### A two-stage evaluation became an unproven timing claim\n\nWhat ChatGPT said\n\nColumbia also operates a lower-cost teaching Implant Center, though treatment may take longer.Saved answer ID `R03-P2-C3`\n\nWhat the primary source shows\n\nColumbia describes an initial screening followed by a comprehensive evaluation. The page does not state that treatment is slower than private practice.\n\nVerdict\n\n**Partly supported or overstated.**\n\nPrimary source\n\n[Columbia University: Implant Center ](https://www.dental.columbia.edu/teaching-clinics/implant-center)\n\nWhy the distinction matters\n\nThe workflow is documented; the comparative timing conclusion is not.\n\nPrimary source checked August 29, 2026\n\n04\n\nCCRM New York\n\n### “Narrower” insurance participation lacked a matched comparison\n\nWhat ChatGPT said\n\nInsurance participation is narrower than at some academic centers.Saved answer ID `R02-P1-C5`\n\nWhat the primary source shows\n\nCCRM's current New York page lists Bonei Olam, Carrot, Cigna, Evicore, Maven, Progyny and WIN Fertility, with exclusions and employer-specific benefit notes. The answer did not compare the same plan definitions and location rules with the named academic centers.\n\nVerdict\n\n**Partly supported or overstated.**\n\nPrimary source\n\n[CCRM Fertility New York ](https://www.ccrmivf.com/location/us/new-york/new-york-city/ivf/)\n\nWhy the distinction matters\n\nThe audit does not claim that CCRM has broader coverage. It finds that the comparative word “narrower” was not established by a like-for-like comparison.\n\nPrimary source checked August 29, 2026\n\n05\n\nNYU bariatric program\n\n### A real 2021 fee was presented as current\n\nWhat ChatGPT said\n\nAny separate program fee—NYU, for example, publishes a $335 program fee in its program information.Saved answer ID `R24-P3-C4`\n\nWhat the primary source shows\n\nAn official 2021 packet lists a non-refundable $335 program fee and states that the fee is subject to change. The current payment and insurance page checked on August 29, 2026 did not confirm that amount.\n\nVerdict\n\n**Historically supported but stale as a current claim.**\n\nPrimary sources\n\n[NYU Langone: 2021 program information ](https://nyulangone.org/files/weight-management-information-2021.pdf) [NYU Langone: current payment and insurance page ](https://nyulangone.org/care-services/weight-management-program/surgical-weight-loss/payment-insurance-coverage-for-weight-loss-surgery)\n\nWhy the distinction matters\n\nThe audit does not establish the current fee. It establishes that the quoted amount came from an old, explicitly changeable document.\n\nPrimary source checked August 29, 2026\n\n06\n\nBellevue\n\n### The adverse-event figures were exact, but not a comparative quality ranking\n\nWhat ChatGPT said\n\nIt publishes unusually useful outcomes: in 2024 it reported 3,179 operations, a 1.4% complication rate, 2.0% 30-day readmission rate and 0.4% reoperation rate.Saved answer ID `R17-P3-C5`\n\nWhat the primary source shows\n\nBellevue's official program document reports exactly those 2024 figures and identifies the Metabolic and Bariatric Surgery Accreditation and Quality Improvement Program Registry as its data source.\n\nVerdict\n\n**Fully supported as program-reported 2024 data.**\n\nPrimary source\n\n[Bellevue: bariatric surgery program data ](https://hhinternet.blob.core.windows.net/uploads/2025/09/bellevue-bariatric-surgery-survey-program-data-english-spanish.pdf)\n\nWhy the distinction matters\n\nThe figures do not by themselves show that Bellevue performs worse than another clinic. A clinical comparison would require matched definitions, populations, risk adjustment and periods.\n\nPrimary source checked August 29, 2026\n\n07\n\nClearChoice\n\n### The warranty limitation was documented, but the competitor was not checked on the same field\n\nWhat ChatGPT said\n\nIts zirconia warranty covers fracture of the arch—not implant integration, ordinary wear or every complication.Saved answer ID `R05-P2-C5`\n\nWhat the primary source shows\n\nClearChoice states that its Lifetime Zirconia Warranty applies to cracks or breaks in the zirconia arch, excludes implant-integration complications and ordinary wear, and has patient and participation conditions.\n\nVerdict\n\n**Fully supported as a bounded warranty statement.**\n\nPrimary source\n\n[ClearChoice: dental implant costs and warranty ](https://www.clearchoice.com/dental-implant-financing-and-costs/)\n\nWhy the distinction matters\n\nThe same answer gave another provider a positive description without surfacing equivalent warranty terms. Missing competitor evidence does not establish broader competitor protection.\n\nPrimary source checked August 29, 2026\n\nEvidence asymmetry inside the same answer\n\n## A specific caveat can outweigh an unverified positive description\n\nThe 18 paired examples were deliberately selected to examine a framing mechanism, not randomly sampled to estimate how often it occurs across all 450 answers. In every selected pair, the competitor without the focal caveat appeared rhetorically safer. Yet only **4 of 18 pairs (22.2%)** established a real, narrow evidence advantage for that competitor. Three (16.7%) were mixed, and 11 (61.1%) did not establish an evidence advantage.\n\n**4 · 22.2%**Established on the narrow field only\n\n**3 · 16.7%**Mixed evidence\n\n**11 · 61.1%**Not established\n\n**Curated mechanism sample:** these 18 pairs illustrate how framing can work. They are not a prevalence estimate for ChatGPT answers generally.\n\n**Table 3. All 18 purposively selected same-answer contrasts**\n\n| Niche | Clinic receiving the caveat | Caveat | More confidently framed clinic | Comparison framing | Evidence read | Matched evidence advantage | Reproducibility | Fact-check sources |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| IVF | NYU Langone | Fresh-egg IVF starts at $17,600, excluding medications and anesthesia. | Columbia | Strong academic program for complex cases ... in-network IVF ... and income-based assistance. | NYU's price exclusion was supported by a checked primary source; Columbia's broader positive description was not evaluated against a comparable package. | Not established | <br> Show record <br> Saved answer ID <br> `R02-P1-C1` <br> Configuration <br> C1 Luna Medium <br> | [nyulangone.org 1 ](https://nyulangone.org/locations/fertility-center/fertility-center-financial-information-patient-forms) [nyp.org 2 ](https://www.nyp.org/womens/fertility-treatments/locations) |\n| IVF | RMA of New York | Its pricing is individualized rather than published as one package. | NYU Langone | Unusually transparent self-pay pricing. Particularly worth comparing ... | NYU had a documented public-price disclosure advantage for budget planning; this does not establish clinical quality. | Established on the narrow field only | <br> Show record <br> Saved answer ID <br> `R01-P1-C4` <br> Configuration <br> C4 Sol Low <br> | [rmany.com 1 ](https://www.rmany.com/resources/financial/fertility-treatment-cost-factors) [nyulangone.org 2 ](https://nyulangone.org/locations/fertility-center/fertility-center-financial-information-patient-forms) |\n| IVF | RMA of New York | The figures currently featured on its website are older ... | Weill Cornell | Strong academic program, large and experienced embryology operation ... | RMA's use of a 2021 report was supported; the answer did not apply the same data-recency check to Weill Cornell. | Not established | <br> Show record <br> Saved answer ID <br> `R01-P1-C3` <br> Configuration <br> C3 Sol Medium <br> | [rmany.com 1 ](https://www.rmany.com/success-rates) [ivf.org 2 ](https://ivf.org/about-us) |\n| IVF | CCRM New York | Insurance participation is narrower than at some academic centers. | NYU Langone | Large academic program ... unusually transparent self-pay pricing. | CCRM lists seven programs, but the answer did not compare like-for-like plans; the narrower-network comparison was not established. | Not established | <br> Show record <br> Saved answer ID <br> `R02-P1-C5` <br> Configuration <br> C5 Sol High <br> | [ccrmivf.com 1 ](https://www.ccrmivf.com/location/us/new-york/new-york-city/ivf/) [nyulangone.org 2 ](https://nyulangone.org/locations/fertility-center/fertility-center-financial-information-patient-forms) |\n| IVF | CCRM New York | Strong 2023 figures ... though its age-group samples are smaller. | Columbia | Particularly strong published 2023 results; major academic program ... | Columbia had larger age-specific samples in the compared data, which improves precision; that does not itself establish better treatment. | Established on the narrow field only | <br> Show record <br> Saved answer ID <br> `R14-P1-C5` <br> Configuration <br> C5 Sol High <br> | [sartcorsonline.com 1 ](https://sartcorsonline.com/Csr/PublicSnapshotReport?ClinicPKID=2000059&reportingYear=2023) [sartcorsonline.com 2 ](https://sartcorsonline.com/Csr/PublicSnapshotReport?ClinicPKID=2092&reportingYear=2023) |\n| IVF | Open Fertility | May be less suitable for unusually complex cases. | RMA / Weill Cornell | Strong choice ... complex-case resources / especially worth considering for complex infertility. | Open currently describes a straightforward-case focus, but the pricing PDF cited in the answer did not support the broader complex-case inference. | Mixed evidence | <br> Show record <br> Saved answer ID <br> `R12-P1-C1` <br> Configuration <br> C1 Luna Medium <br> | [openfertility.com 1 ](https://openfertility.com/affording-fertility-care/) [rmany.com 2 ](https://www.rmany.com/) [weillcornell.org 3 ](https://weillcornell.org/repromed) |\n| Dental | Columbia Dental Implant Center | Lower-cost teaching Implant Center, though treatment may take longer. | Prosthodontic Associates | A strong benchmark for prosthesis design, bite, and aesthetics. | Columbia's page supports a two-stage evaluation path but does not state that care is slower; the comparison clinic's positive description lacked comparable timing evidence. | Not established | <br> Show record <br> Saved answer ID <br> `R03-P2-C3` <br> Configuration <br> C3 Sol Medium <br> | [dental.columbia.edu 1 ](https://www.dental.columbia.edu/teaching-clinics/implant-center) [paonypc.com 2 ](https://www.paonypc.com/) |\n| Dental | Manhattan Arch | The brand appears relatively new ... | All-On-Four Dental Implant Centers | Periodontist-led group ... unusually clear component pricing. A useful benchmark ... | The checked source did not establish brand newness. All-On-Four published itemized prices, although its pages differed on the final total. | Not established | <br> Show record <br> Saved answer ID <br> `R23-P2-C5` <br> Configuration <br> C5 Sol High <br> | [manhattanarchimplantcenter.com 1 ](https://manhattanarchimplantcenter.com/meet-the-doctors/) [allonfour.com 2 ](https://allonfour.com/our-pricing/) |\n| Dental | SmartArches NYC | $329/month per arch ... but does not display the cash price or financing term. | James Linkous | A good boutique comparison ... board-certified prosthodontist ... around $25,000 per arch. | One page showed only monthly payments; the other provided a cash starting point and a named credential, establishing a narrow disclosure difference. | Established on the narrow field only | <br> Show record <br> Saved answer ID <br> `R19-P2-C4` <br> Configuration <br> C4 Sol Low <br> | [nyc.smartarchesdental.com 1 ](https://nyc.smartarchesdental.com/) [drjameslinkousnyc.com 2 ](https://www.drjameslinkousnyc.com/dental-implants-manhattan) |\n| Dental | ClearChoice LIC | Warranty covers fracture of the arch—not implant integration, ordinary wear or every complication. | James Linkous | A good comparison when prosthetic design, bite and aesthetics are priorities. | ClearChoice publishes warranty limitations; no equivalent competitor warranty was surfaced, so absence of a caveat does not establish broader competitor protection. | Not established | <br> Show record <br> Saved answer ID <br> `R05-P2-C5` <br> Configuration <br> C5 Sol High <br> | [clearchoice.com 1 ](https://www.clearchoice.com/dental-implant-financing-and-costs/) [drjameslinkousnyc.com 2 ](https://www.drjameslinkousnyc.com/dental-implants-manhattan) |\n| Dental | NY Smile Clinic | A general dentist ... not a prosthodontist or oral surgeon ... | ClearChoice LIC | Prosthodontists and an oral surgeon with American Board ... credentials. | ClearChoice discloses named specialty roles. NY Smile's page does not display those titles, but that absence does not establish that the clinician lacks relevant credentials. | Mixed evidence | <br> Show record <br> Saved answer ID <br> `R07-P2-C5` <br> Configuration <br> C5 Sol High <br> | [nysmileclinic.com 1 ](https://nysmileclinic.com/all-on-4-dental-implants-nyc/) [clearchoice.com 2 ](https://www.clearchoice.com/locations/ny/long-island-city/22-15-43rd-ave/) |\n| Dental | All-On-Four Dental Implant Centers | Published figures conflict ... signed, itemized start-to-finish quote. | Manhattan Arch | Full-arch-focused team including a board-certified oral surgeon and prosthodontists ... | All-On-Four's pages documented an internal pricing inconsistency; the answer did not evaluate Manhattan's starting-price completeness on a comparable basis. | Mixed evidence | <br> Show record <br> Saved answer ID <br> `R21-P2-C5` <br> Configuration <br> C5 Sol High <br> | [allonfour.com 1 ](https://allonfour.com/our-pricing/) [myperfectsmile.manhattanarchcollective.com 2 ](https://myperfectsmile.manhattanarchcollective.com/) |\n| Bariatric | Bellevue | 1.4% complication, 2.0% readmission and 0.4% reoperation rate. | NYU Langone | Strong all-around starting point. | Bellevue's adverse-event figures were documented; NYU's broad positive description was not supported by comparable outcome rates in the same answer. | Not established | <br> Show record <br> Saved answer ID <br> `R17-P3-C5` <br> Configuration <br> C5 Sol High <br> | [hhinternet.blob.core.windows.net 1 ](https://hhinternet.blob.core.windows.net/uploads/2025/09/bellevue-bariatric-surgery-survey-program-data-english-spanish.pdf) [nyulangone.org 2 ](https://nyulangone.org/locations/weight-management-program-manhattan) |\n| Bariatric | Mount Sinai / Montefiore / Northwell | $47,000 / $52,000 / $73,000 plan-paid averages during 2022-2024. | NYU Langone | Strong all-around Manhattan option. | The payer figures were supported but described plan-specific historical episodes; the NYU statement was a general editorial judgment. | Not established | <br> Show record <br> Saved answer ID <br> `R10-P3-C5` <br> Configuration <br> C5 Sol High <br> | [legistar.council.nyc.gov 1 ](https://legistar.council.nyc.gov/View.ashx?G=2FD004F1-D85B-4588-A648-0A736C77D6E3&GUID=2E7660FC-FE43-46CC-A073-DD718780D032&ID=15376317&M=F) [nyulangone.org 2 ](https://nyulangone.org/care-services/weight-management-program) |\n| Bariatric | NewYork-Presbyterian | $61,000 negotiated-system average and $78,106 published cash price. | NYU Langone | Strong all-around Manhattan choice / strongest general-purpose starting point. | The historical dataset supports a cost difference for the specified code, not current patient out-of-pocket cost or comparative clinical quality. | Established on the narrow field only | <br> Show record <br> Saved answer ID <br> `R02-P3-C5` <br> Configuration <br> C5 Sol High <br> | [nyc.gov 1 ](https://www.nyc.gov/assets/doh/downloads/pdf/about/local-law-78-healthcare-accountability-report.pdf) [nyulangone.org 2 ](https://nyulangone.org/locations/weight-management-program-manhattan) |\n| Bariatric | NYU Langone | Publishes a $335 program fee in its program information. | NYP Columbia / Mount Sinai | Particularly worth considering / high-volume multidisciplinary program. | The $335 amount comes from a changeable 2021 packet and was not confirmed on the current NYU page. | Not established | <br> Show record <br> Saved answer ID <br> `R24-P3-C4` <br> Configuration <br> C4 Sol Low <br> | [nyulangone.org 1 ](https://nyulangone.org/files/weight-management-information-2021.pdf) [nyp.org 2 ](https://www.nyp.org/digestive/weight-loss-and-metabolic-disorders) [mountsinai.org 3 ](https://www.mountsinai.org/locations/morningside/care/bariatric) |\n| Bariatric | NewYork-Presbyterian | Standard charge is not the patient's actual out-of-pocket amount. | NYU / Mount Sinai | Strong all-around academic choice / particularly worth comparing. | The warning was supported but applies generally to hospital price-transparency data; it was not established as an NYP-specific defect. | Not established | <br> Show record <br> Saved answer ID <br> `R21-P3-C3` <br> Configuration <br> C3 Sol Medium <br> | [nyp.org 1 ](https://www.nyp.org/patients-visitors/paying-for-care/hospital-price-transparency) |\n| Bariatric | Mount Sinai / NYU | Historical 2019-2021 episode prices of $42,157 and $52,980. | NYP / Bellevue | Complex metabolic disease ... / value-conscious care. | The 32BJ amounts were supported for one historical covered population; the answer did not apply a comparable price check to the other clinics. | Not established | <br> Show record <br> Saved answer ID <br> `R27-P3-C5` <br> Configuration <br> C5 Sol High <br> | [32bjhealthinsights.org 1 ](https://32bjhealthinsights.org/wp-content/uploads/2022/12/HospitalPrices_screen-pages-final.pdf) |\n\nWhy this matters for SEO\n\n## AI visibility is not only whether a clinic appears, but how its evidence is framed\n\nA clinic can be named prominently in a ChatGPT shortlist and still receive a commercially meaningful caveat about price, insurance, credentials, warranty, timing or outcomes. A conventional mention-rate or position report would count that appearance as visibility while missing the qualification that may shape the patient's impression before a click.\n\nThe examples also connect AI visibility to source-level SEO. Search-accessible pages, old PDFs, official registries and the absence of comparable fields can influence the facts available for an answer. One current primary page can contradict a generated caveat; one old indexed document can supply a precise but stale figure; and a missing matched source can turn a narrow fact into an unsupported comparison.\n\nFor measurement, this means clinic AI visibility has at least four distinct layers: whether the brand appeared, how it was described, what visible evidence supported the description, and whether competitors were checked on the same field. [The parent study](https://rotgar.com/medical/resources/chatgpt-clinic-shortlists-model-effort-stability) measured shortlist and source stability. This follow-up shows why factual support and evidence symmetry must be evaluated separately.\n\n1. **Appearance**Was the clinic included?\n2. **Framing**How was the clinic described or qualified?\n3. **Evidence status**Did current primary evidence support the bounded statement?\n4. **Comparative parity**Were competing clinics checked on the same field?\n\nThese layers extend [Rotgar's medical search measurement framework](https://rotgar.com/medical/methodology) beyond mention share and presentation order. Related context is available in [AI SEO for doctors](https://rotgar.com/medical/resources/ai-seo-for-doctors) and Rotgar's [ChatGPT and Gemini visibility](https://rotgar.com/medical/services/chatgpt-gemini) practice.\n\nA separate Rotgar guide will examine how clinics can respond to unsupported, stale or asymmetrically framed claims without concealing material information from patients.\n\nMethodology\n\n## Secondary analysis of a frozen 450-answer corpus\n\nThe parent experiment collected 450 isolated ChatGPT-authenticated answers on August 18, 2026: three commercial New York City prompts across IVF, full-arch dental implants and bariatric surgery; five model and reasoning-effort configurations; and 30 repetitions per prompt and configuration. Fifteen preflight answers were excluded from the core panel.\n\nFor this follow-up, identified clinic-specific commercial and operational caveats were normalized into 43 deduplicated claim families. Thirty families appeared in at least two answers; 13 appeared once. Each family was checked against available primary sources on August 29, 2026 and assigned one of five verdicts: fully supported, partly supported or overstated, stale, not supported, or unverifiable.\n\nA separate set of 18 saved same-answer contrasts was selected to examine how a clinic receiving a specific caveat was framed beside a competitor without an equivalent caveat. This purposive sample tests a possible mechanism; it does not estimate prevalence across the full corpus.\n\nVerdicts assess whether the bounded statement was supported by the checked evidence. They do not score a clinic, compare clinical outcomes, determine treatment appropriateness or establish why ChatGPT generated a particular sentence. A URL visible in a saved answer and the current primary source used for fact-checking are recorded separately: a visible link does not prove the answer’s complete derivation path.\n\n### Verdict rules\n\n**Table 4. Coding rules used in the claim-family audit**\n\n| Verdict | Coding rule |\n| --- | --- |\n| Fully supported | The bounded statement was directly supported by a current or correctly dated primary source. |\n| Partly supported or overstated | A factual core existed, but the wording widened it, made an unmatched comparison, confused scope or applied the caveat asymmetrically. |\n| Stale | Historical evidence existed, but it was not suitable as a current fact on the check date. |\n| Not supported | The checked current primary evidence did not support the claim or contradicted the claimed ambiguity. |\n| Unverifiable | The relevant primary evidence was unavailable or insufficient to confirm or reject the claim. |\n\n### Full claim-family evidence\n\nThe table keeps the URL visible in each saved answer separate from the current primary source used for fact-checking. A visible saved-answer link is an observable citation, not proof of the answer’s complete derivation path.\n\n**Table 5. All 43 deduplicated clinic-specific caveat families**\n\n| Claim ID | Niche | Clinic | Caveat family | Answers containing family | Share within 150-answer niche panel | Verdict | What the checked primary evidence shows | Visible URLs in saved answers | Saved-answer source read | Fact-check sources | Checked on |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| `IVF-01` | IVF | NYU Langone Fertility Center | Starting price excludes medication and anesthesia; sometimes genetic testing or outside fees | 132 of 150 | 88% | Fully supported | NYU lists a $17,600 starting price; medication and anesthesia are extra, and outside-provider fees may apply. | [nyulangone.org 1 ](https://nyulangone.org/locations/fertility-center/fertility-center-financial-information-patient-forms) | 120 direct; 12 without adjacent claim-specific source | [nyulangone.org 1 ](https://nyulangone.org/locations/fertility-center/fertility-center-financial-information-patient-forms) | August 29, 2026 |\n| `IVF-02` | IVF | RMA of New York | No universal public package price; patient-specific estimate needed | 16 of 150 | 10.7% | Fully supported | RMA describes individualized pricing and does not publish one universal numerical IVF package price. | [rmany.com 1 ](https://www.rmany.com/resources/financial/fertility-treatment-cost-factors) | 11 direct; 5 ambiguous | [rmany.com 1 ](https://www.rmany.com/resources/financial/fertility-treatment-cost-factors) | August 29, 2026 |\n| `IVF-03` | IVF | Open Fertility | Low base price may exclude medication, tests, transfer, or add-ons | 13 of 150 | 8.7% | Partly supported or overstated | Open's base package includes one fresh transfer; medication, optional PGT, and additional or frozen transfers may be extra. | [openfertility.com 1 ](https://openfertility.com/affordability/pricing/) | 9 direct; 4 without adjacent support | [openfertility.com 1 ](https://openfertility.com/affordability/pricing/) [openfertility.com 2 ](https://openfertility.com/locations/astoria/) | August 29, 2026 |\n| `IVF-04` | IVF | Neway Fertility | $11,200 package excludes monitoring, medication, and anesthesia | 8 of 150 | 5.3% | Fully supported | Neway's $11,200 package excludes cycle monitoring, medication, and anesthesia. | [newayfertility.com 1 ](https://newayfertility.com/self-pay-packaging/) | 8 direct | [newayfertility.com 1 ](https://newayfertility.com/self-pay-packaging/) | August 29, 2026 |\n| `IVF-05` | IVF | Spring Fertility | Higher package totals; some subsequent frozen-transfer costs may be separate | 6 of 150 | 4% | Partly supported or overstated | Spring publishes separate pricing for some frozen embryo transfers, but the claim that its packages are more expensive was not based on like-for-like package scopes. | [springfertility.com 1 ](https://springfertility.com/finance/) | 4 direct; 1 ambiguous; 1 unsupported | [springfertility.com 1 ](https://springfertility.com/finance/) | August 29, 2026 |\n| `IVF-06` | IVF | CCRM | Major costs may sit outside a published range | 5 of 150 | 3.3% | Fully supported | CCRM's listed IVF ranges exclude anesthesia, testing, medication, and storage. | [ccrmivf.com 1 ](https://www.ccrmivf.com/become-a-patient/fertility-financing-options/ivf-cost/) | 5 direct | [ccrmivf.com 1 ](https://www.ccrmivf.com/become-a-patient/fertility-financing-options/ivf-cost/) | August 29, 2026 |\n| `IVF-07` | IVF | RMA of New York | Website highlighted older or 2021 SART figures | 4 of 150 | 2.7% | Fully supported | RMA's current marketing page highlights a final 2021 SART clinic report; that establishes the age of the marketing statistic, not a current comparative outcome. | [rmany.com 1 ](https://www.rmany.com/success-rates) | 3 direct; 1 linked unrelated RMA financial page | [rmany.com 1 ](https://www.rmany.com/success-rates) | August 29, 2026 |\n| `IVF-08` | IVF | CCRM | Insurance participation described as narrower or limited | 5 of 150 | 3.3% | Partly supported or overstated | CCRM lists seven insurance or fertility-benefit programs with exclusions and employer-specific notes; the answer did not establish a narrower network through a matched comparison. | [ccrmivf.com 1 ](https://www.ccrmivf.com/location/us/new-york/new-york-city/) [sartcorsonline.com 2 ](https://sartcorsonline.com/) | ambiguous or unsupported | [ccrmivf.com 1 ](https://www.ccrmivf.com/location/us/new-york/new-york-city/ivf/) | August 29, 2026 |\n| `IVF-09` | IVF | CCRM | Smaller SART samples make comparisons less certain | 3 of 150 | 2% | Fully supported | CCRM's age-group samples were smaller than Weill Cornell's in the compared 2024 SART data; smaller samples affect precision, not clinical quality. | [sartcorsonline.com 1 ](https://sartcorsonline.com/Csr/PublicSnapshotReport?ClinicPKID=2000059&reportingYear=2023) | direct | [sartcorsonline.com 1 ](https://sartcorsonline.com/Csr/Public?ClinicPKID=2000059&newReport=True&reportingYear=2024) [sartcorsonline.com 2 ](https://sartcorsonline.com/Csr/Public?ClinicPKID=1947&newReport=True&reportingYear=2024) | August 29, 2026 |\n| `IVF-10` | IVF | Spring Fertility | Smaller age-group SART samples than major academic programs | 2 of 150 | 1.3% | Fully supported | Spring's age-group samples were smaller than those of the compared academic program in preliminary 2024 SART data; smaller samples affect precision, not clinical quality. | [sartcorsonline.com 1 ](https://sartcorsonline.com/Csr/PublicSnapshotReport?ClinicPKID=2001123&reportingYear=2023) | direct or contextual | [sartcorsonline.com 1 ](https://sartcorsonline.com/Csr/Public?ClinicPKID=2001123&newReport=True&reportingYear=2024) [sartcorsonline.com 2 ](https://sartcorsonline.com/Csr/Public?ClinicPKID=1947&newReport=True&reportingYear=2024) | August 29, 2026 |\n| `IVF-11` | IVF | Spring Fertility | Substantial reported activity was fertility preservation rather than IVF treatment | 1 of 150 | 0.7% | Fully supported | In preliminary 2024 SART data, 1,102 of Spring's 1,897 reported cycles, or 58.1%, were in preservation-banking categories; this describes case mix, not treatment quality. | [sartcorsonline.com 1 ](https://www.sartcorsonline.com/rptCSR_PublicMultYear.aspx?ClinicPKID=2001123) | direct | [sartcorsonline.com 1 ](https://sartcorsonline.com/Csr/Public?ClinicPKID=2001123&newReport=True&reportingYear=2024) | August 29, 2026 |\n| `IVF-12` | IVF | Open Fertility | May be less suitable for unusually complex cases | 1 of 150 | 0.7% | Partly supported or overstated | Open describes a focus on straightforward cases and referral of specified services elsewhere; the original pricing source did not establish general unsuitability for complex patients. | [openfertility.com 1 ](https://openfertility.com/wp-content/uploads/2026/03/OpenFertility_Astoria_PricingSheet_2026-1.pdf) | unsupported | [openfertility.com 1 ](https://openfertility.com/affording-fertility-care/) | August 29, 2026 |\n| `IVF-13` | IVF | Open Fertility | Newer clinic-level outcome history should be compared carefully | 1 of 150 | 0.7% | Partly supported or overstated | Open documents its first IVF pregnancy and Astoria expansion in 2025; the claim of insufficient outcome history lacked a defined benchmark. | [openfertility.com 1 ](https://openfertility.com/affordability/pricing/) | unsupported | [openfertility.com 1 ](https://openfertility.com/open-fertility-a-year-in-review/) | August 29, 2026 |\n| `IVF-14` | IVF | CCRM | Toward the expensive end | 1 of 150 | 0.7% | Partly supported or overstated | CCRM publishes a price range, but the phrase 'toward the expensive end' was not established with a like-for-like package comparison. | [ccrmivf.com 1 ](https://www.ccrmivf.com/location/us/new-york/new-york-city/ivf/) | price direct; comparative evaluation inferred | [ccrmivf.com 1 ](https://www.ccrmivf.com/location/us/new-york/new-york-city/ivf/) | August 29, 2026 |\n| `IVF-15` | IVF | Columbia University Fertility Center | Published prices described as limited | 1 of 150 | 0.7% | Partly supported or overstated | Columbia's standard-IVF financial page does not publish one per-cycle amount; that does not establish that Columbia publishes no prices at all. | [columbiadoctors.org 1 ](https://www.columbiadoctors.org/specialties/obstetrics-gynecology/our-services/columbia-university-fertility-center) | ambiguous | [columbiadoctors.org 1 ](https://www.columbiadoctors.org/specialties/obstetrics-gynecology/our-services/columbia-university-fertility-center/patients/financial-information) | August 29, 2026 |\n| `IVF-16` | IVF | Chelsea Fertility | Natural-cycle price not comparable with standard stimulation; several items may be separate | 3 of 150 | 2% | Partly supported or overstated | Chelsea publishes separate fees and different protocols; the general statement that its prices are incomparable was an analytical judgment, and some amounts in the saved answers were no longer current on the check date. | [chelseafertilitynyc.com 1 ](https://www.chelseafertilitynyc.com/financial/ivf-iui-price) [chelseafertilitynyc.com 2 ](https://www.chelseafertilitynyc.com/faq/cost-insurance) | 3 direct | [chelseafertilitynyc.com 1 ](https://www.chelseafertilitynyc.com/faq/cost-insurance) | August 29, 2026 |\n| `IVF-17` | IVF | Kindbody | Medication excluded from $12,500 cycle price | 1 of 150 | 0.7% | Fully supported | One Kindbody page listed $12,500 and the FAQ excluded medication; another current page showed a different base price. | [kindbody.com 1 ](https://kindbody.com/ivf-care/) | direct | [kindbody.com 1 ](https://kindbody.com/ivf-care/) [kindbody.com 2 ](https://kindbody.com/faq/) | August 29, 2026 |\n| `IVF-18` | IVF | NYU Reproductive Specialists | Medication and some laboratory fees are additional | 1 of 150 | 0.7% | Fully supported | RSNY lists additional laboratory fees and excludes medications and other services from the package. | [fertilityrsny.org 1 ](https://www.fertilityrsny.org/fertility-finance-cost?tag=PGT-SR) | direct | [fertilityrsny.org 1 ](https://www.fertilityrsny.org/fertility-finance-cost?tag=PGT-SR) | August 29, 2026 |\n| `IVF-19` | IVF | Extend Fertility | Verify whether the package is infertility treatment or egg freezing and which laboratory services are included | 1 of 150 | 0.7% | Not supported | Extend's current Infertility & IVF page clearly separates IVF from egg freezing and itemizes included and separately priced services; the claimed package ambiguity was not supported. | [extendfertility.com 1 ](https://extendfertility.com/services/infertility-and-ivf/) | recommendation or inference | [extendfertility.com 1 ](https://extendfertility.com/services/infertility-and-ivf/) | August 29, 2026 |\n| `DENTAL-01` | Full-arch dental implants | Columbia Dental Implant Center / Columbia clinics | Teaching-clinic care may take longer or require more visits; residents, eligibility, and workflow should be confirmed | 58 of 150 | 38.7% | Partly supported or overstated | Columbia documents screening followed by a comprehensive evaluation; the checked page does not state that care is slower, performed by residents, or requires more visits. | [dental.columbia.edu 1 ](https://www.dental.columbia.edu/teaching-clinics/implant-center) | teaching format direct; slower-care implication inferred | [dental.columbia.edu 1 ](https://www.dental.columbia.edu/teaching-clinics/implant-center) | August 29, 2026 |\n| `DENTAL-02` | Full-arch dental implants | Manhattan Arch Implant Center / Collective | Starting price may not fully clarify final bridge material, grafting, extractions, revisions, or maintenance | 50 of 150 | 33.3% | Fully supported | The offer expressly includes the procedure, general anesthesia, and same-day teeth, but it does not tie the final prosthesis and other listed elements to the starting price. | [myperfectsmile.manhattanarchcollective.com 1 ](https://myperfectsmile.manhattanarchcollective.com/) [manhattanarchimplantcenter.com 2 ](https://manhattanarchimplantcenter.com/meet-the-doctors/) | first-party context direct; completeness concern inferred | [myperfectsmile.manhattanarchcollective.com 1 ](https://myperfectsmile.manhattanarchcollective.com/) | August 29, 2026 |\n| `DENTAL-03` | Full-arch dental implants | NY Smile Clinic / Bayside Dental Arts | Grafting excluded; one price may omit final prosthesis; some answers questioned displayed specialty credentials | 19 of 150 | 12.7% | Partly supported or overstated | The PMMA package excludes grafting and adds a charge for the final prosthesis; absence of a specialty title on the page does not establish lack of qualifications. | [nysmileclinic.com 1 ](https://nysmileclinic.com/all-on-4-dental-implants-nyc/) | price and exclusions direct; credentials partly inferred | [nysmileclinic.com 1 ](https://nysmileclinic.com/all-on-4-dental-implants-nyc/) | August 29, 2026 |\n| `DENTAL-04` | Full-arch dental implants | SmartArches NYC | Monthly payment shown without cash price, term, APR, or total financed cost | 16 of 150 | 10.7% | Fully supported | The page shows a monthly payment but not the cash price, term, APR, or total financed amount. | [nyc.smartarchesdental.com 1 ](https://nyc.smartarchesdental.com/) | direct observation of omissions | [nyc.smartarchesdental.com 1 ](https://nyc.smartarchesdental.com/) | August 29, 2026 |\n| `DENTAL-05` | Full-arch dental implants | Central Park Oral Surgery | Unclear who designs, delivers, and warrants final bridge or whether restorative work is separate | 16 of 150 | 10.7% | Fully supported | The page describes coordination with a restorative dentist but does not state whether the final-restoration fee is included or which provider warrants it. | [centralparkoralsurgery.nyc 1 ](https://centralparkoralsurgery.nyc/dental-implants-near-manhattan/) | coordination direct; consequences inferred | [centralparkoralsurgery.nyc 1 ](https://centralparkoralsurgery.nyc/dental-implants-near-manhattan/) | August 29, 2026 |\n| `DENTAL-06` | Full-arch dental implants | Central Park Oral Surgery | Pages described as showing inconsistent $15,000-$30,000 and $20,000-$35,000 ranges | 1 of 150 | 0.7% | Fully supported | Two official pages show $15,000-$30,000 and $20,000-$35,000 ranges under overlapping but nonidentical scope labels. | [centralparkoralsurgery.nyc 1 ](https://centralparkoralsurgery.nyc/dental-implants-near-manhattan/) | only one compared page visible in answer | [centralparkoralsurgery.nyc 1 ](https://centralparkoralsurgery.nyc/dental-implants-near-manhattan/) [centralparkoralsurgery.nyc 2 ](https://centralparkoralsurgery.nyc/same-day-dental-implants-nyc/) | August 29, 2026 |\n| `DENTAL-07` | Full-arch dental implants | All-on-Four Dental Implant Centers | First-phase price plus separately priced final bridge produces higher total; clinician identity sometimes unclear | 12 of 150 | 8% | Fully supported | Two first-party pricing pages conflict on first-phase and final-bridge pricing, leaving the full total unclear. | [allonfour.com 1 ](https://allonfour.com/all-on-four-dental-implants-new-york/) [allonfour.com 2 ](https://allonfour.com/our-pricing/) | direct comparison of first-party pages | [allonfour.com 1 ](https://allonfour.com/all-on-four-dental-implants-new-york/) [allonfour.com 2 ](https://allonfour.com/our-pricing/) | August 29, 2026 |\n| `DENTAL-08` | Full-arch dental implants | ClearChoice LIC / Brooklyn | Warranty excludes some failure modes; LIC does not accept direct insurance payment | 8 of 150 | 5.3% | Fully supported | ClearChoice limits the warranty to cracks or breaks in the zirconia arch and excludes implant-integration complications and ordinary wear; the LIC page also states that it does not accept direct insurance payment. | [clearchoice.com 1 ](https://www.clearchoice.com/locations/ny/long-island-city/22-15-43rd-ave/) [clearchoice.com 2 ](https://www.clearchoice.com/dental-implant-financing-and-costs/) | direct with warranty page; otherwise ambiguous | [clearchoice.com 1 ](https://www.clearchoice.com/locations/ny/long-island-city/22-15-43rd-ave/) [clearchoice.com 2 ](https://www.clearchoice.com/dental-implant-financing-and-costs/) | August 29, 2026 |\n| `DENTAL-09` | Full-arch dental implants | AL Dental Studio | Low starting price may not itemize final material, anesthesia, extraction, grafting, or operating clinician | 6 of 150 | 4% | Fully supported | The current offer cards do not itemize final material, anesthesia, extraction, grafting, or the named operator; this establishes an omission, not an exclusion. | [consultation.aldentalstudio.com 1 ](https://consultation.aldentalstudio.com/) | offer direct; completeness and credentials inferred | [consultation.aldentalstudio.com 1 ](https://consultation.aldentalstudio.com/) | August 29, 2026 |\n| `DENTAL-10` | Full-arch dental implants | Centre Dental | No public package price; one answer says dentist not presented as prosthodontist or oral surgeon | 6 of 150 | 4% | Partly supported or overstated | No public package price was found. The pages disclose a one-clinician workflow and training; absence of a specialist title does not establish insufficient qualifications. | [centredent.com 1 ](https://centredent.com/services/all-on-4-nyc/) | absence-based inference | [centredent.com 1 ](https://centredent.com/services/all-on-4-nyc/) [centredent.com 2 ](https://centredent.com/team/dr-john-shi/) | August 29, 2026 |\n| `DENTAL-11` | Full-arch dental implants | SDNY | No public package price; premium pricing expected | 6 of 150 | 4% | Partly supported or overstated | No public full-arch package price was found; the expectation of premium pricing was not supported by published pricing. | [sdnydental.com 1 ](https://www.sdnydental.com/) | premium inference unsupported | [sdnydental.com 1 ](https://www.sdnydental.com/) | August 29, 2026 |\n| `DENTAL-12` | Full-arch dental implants | NYU College of Dentistry | Treatment may take longer; eligibility or availability may be limited | 5 of 150 | 3.3% | Unverifiable | The identified primary page was unavailable on the check date, so timeline, acceptance, and provider level could not be verified. | [dental.nyu.edu 1 ](https://dental.nyu.edu/patientcare) | mostly inferred | [dental.nyu.edu 1 ](https://dental.nyu.edu/patientcare) | August 29, 2026 |\n| `DENTAL-13` | Full-arch dental implants | 172 NYC Dental | Low price floor; final bridge, sedation, extraction, grafting, or credentials may be unclear | 3 of 150 | 2% | Fully supported | The page combines All-on-4 and implant-denture language and does not itemize the package scope; this establishes ambiguity, not exclusion. | [172nycdental.com 1 ](https://172nycdental.com/services/implant-dentistry/all-on-4-dental-implants-dentures/) | first-party page direct; completeness inferred | [172nycdental.com 1 ](https://172nycdental.com/services/implant-dentistry/all-on-4-dental-implants-dentures/) | August 29, 2026 |\n| `DENTAL-14` | Full-arch dental implants | NYC Dental Implants Center | Implant-installation wording may not establish whether final bridge is included | 2 of 150 | 1.3% | Fully supported | The page lists $15,000-$18,000 as the cost of implant installation but does not tie the final zirconia prosthesis to that estimate. | [nycdentalimplantscenter.com 1 ](https://www.nycdentalimplantscenter.com/all-on-four-procedure-replace-denture-with-fixed-arch-teeth/) | direct ambiguity | [nycdentalimplantscenter.com 1 ](https://www.nycdentalimplantscenter.com/all-on-four-procedure-replace-denture-with-fixed-arch-teeth/) | August 29, 2026 |\n| `DENTAL-15` | Full-arch dental implants | Manhattan Arch | Branding described as relatively new; case volume and long-term outcomes should be checked | 2 of 150 | 1.3% | Not supported | The checked team and offer pages did not establish a launch date, relative newness, lower case volume, or weaker long-term outcomes. | [manhattanarchimplantcenter.com 1 ](https://manhattanarchimplantcenter.com/meet-the-doctors/) | unsupported inference | [manhattanarchimplantcenter.com 1 ](https://manhattanarchimplantcenter.com/meet-the-doctors/) | August 29, 2026 |\n| `DENTAL-16` | Full-arch dental implants | NYC Prosthodontics | Likely premium; surgery may involve a collaborating specialist | 2 of 150 | 1.3% | Partly supported or overstated | A collaborating surgeon and in-house laboratory were documented; the 'likely premium' price inference was not supported by a published package price. | [nycpros.com 1 ](https://nycpros.com/what-we-do/reconstructive/) [nycpros.com 2 ](https://nycpros.com/in-house-lab/) | organization partly supported; premium inference unsupported | [nycpros.com 1 ](https://nycpros.com/what-we-do/reconstructive/) [nycpros.com 2 ](https://nycpros.com/in-house-lab/) | August 29, 2026 |\n| `DENTAL-17` | Full-arch dental implants | One Manhattan Dental | Likely premium without a published package price | 1 of 150 | 0.7% | Partly supported or overstated | No public package price was found; the 'likely premium' price inference was not supported by published pricing. | [onemanhattandental.com 1 ](https://onemanhattandental.com/) | unsupported price inference | [onemanhattandental.com 1 ](https://onemanhattandental.com/) | August 29, 2026 |\n| `DENTAL-18` | Full-arch dental implants | Mazen Natour | Likely premium without a published package price | 1 of 150 | 0.7% | Partly supported or overstated | No public package price was found; the 'likely premium' price inference was not supported by published pricing. | [natourdmd.com 1 ](https://natourdmd.com/) | unsupported price inference | [natourdmd.com 1 ](https://natourdmd.com/) | August 29, 2026 |\n| `BARIATRIC-01` | Bariatric surgery | Bellevue | Reported 2024 complication rate 1.4%, readmission rate 2%, and reoperation rate 0.4% | 4 of 150 | 2.7% | Fully supported | Bellevue's official program document reports the exact 2024 rates; these are program-reported MBSAQIP data, not a cross-clinic quality ranking. | [nychealthandhospitals.org 1 ](https://www.nychealthandhospitals.org/bellevue/services/bariatric-surgery-weight-management/) [hhinternet.blob.core.windows.net 2 ](https://hhinternet.blob.core.windows.net/uploads/2025/09/bellevue-bariatric-surgery-survey-program-data-english-spanish.pdf) | 4 direct; framed as transparency rather than poor quality | [nychealthandhospitals.org 1 ](https://www.nychealthandhospitals.org/bellevue/services/bariatric-surgery-weight-management/) [hhinternet.blob.core.windows.net 2 ](https://hhinternet.blob.core.windows.net/uploads/2025/09/bellevue-bariatric-surgery-survey-program-data-english-spanish.pdf) | August 29, 2026 |\n| `BARIATRIC-02` | Bariatric surgery | Mount Sinai / Montefiore / Northwell | Higher union-plan payments of approximately $47,000, $52,000, and $73,000 | 5 of 150 | 3.3% | Partly supported or overstated | A New York City Council filing reports plan-specific historical 32BJ average episode payments for 2022-2024; they are not cash prices, list prices, universal rates, or patient out-of-pocket amounts. | [legistar.council.nyc.gov 1 ](https://legistar.council.nyc.gov/View.ashx?G=2FD004F1-D85B-4588-A648-0A736C77D6E3&GUID=2E7660FC-FE43-46CC-A073-DD718780D032&ID=15376317&M=F) [legistar.council.nyc.gov 2 ](https://legistar.council.nyc.gov/View.ashx?G=2FD004F1-D85B-4588-A648-0A736C77D6E3&GUID=CD2AED2D-C22C-4710-B1C0-EB88ADB00002&ID=15376318&M=F) | 3 direct; 2 unsupported | [legistar.council.nyc.gov 1 ](https://legistar.council.nyc.gov/View.ashx?G=2FD004F1-D85B-4588-A648-0A736C77D6E3&GUID=2E7660FC-FE43-46CC-A073-DD718780D032&ID=15376317&M=F) | August 29, 2026 |\n| `BARIATRIC-03` | Bariatric surgery | NYP Columbia / Weill Cornell | High published or negotiated hospital prices, including $78,106 and ranges around $58,000-$80,000 | 5 of 150 | 3.3% | Stale | A March 2025 New York City health department report lists historical 2024 facility and contracted rates; they were not current quotes or patient out-of-pocket amounts on the check date. | [nyc.gov 1 ](https://www.nyc.gov/assets/doh/downloads/pdf/about/local-law-78-healthcare-accountability-report.pdf) [a860-gpp.nyc.gov 2 ](https://a860-gpp.nyc.gov/downloads/cf95jg47f?locale=en) [nyc.gov 3 ](https://www.nyc.gov/site/doh/services/health-care-price-comparison-tool.page) | 4 direct; 1 inference | [nyc.gov 1 ](https://www.nyc.gov/assets/doh/downloads/pdf/about/local-law-78-healthcare-accountability-report.pdf) | August 29, 2026 |\n| `BARIATRIC-04` | Bariatric surgery | NYU | Separate nonrefundable $335 nutrition-program fee | 3 of 150 | 2% | Stale | An official 2021 NYU packet lists a nonrefundable $335 program fee and states that the fee is subject to change; the current page checked on August 29, 2026 did not confirm that amount. | [nyulangone.org 1 ](https://nyulangone.org/files/weight-management-information-2021.pdf) | 1 direct; 2 unsupported | [nyulangone.org 1 ](https://nyulangone.org/files/weight-management-information-2021.pdf) [nyulangone.org 2 ](https://nyulangone.org/care-services/weight-management-program/surgical-weight-loss/payment-insurance-coverage-for-weight-loss-surgery) | August 29, 2026 |\n| `BARIATRIC-05` | Bariatric surgery | NewYork-Presbyterian | Published standard charge is not patient's actual out-of-pocket amount | 1 of 150 | 0.7% | Fully supported | NewYork-Presbyterian states that standard charges are not insurer payments or actual patient out-of-pocket amounts and may exclude professional services. | [nyp.org 1 ](https://www.nyp.org/patients-visitors/paying-for-care/hospital-price-transparency) | direct; interpretive caution, not criticism | [nyp.org 1 ](https://www.nyp.org/patients-visitors/paying-for-care/hospital-price-transparency) | August 29, 2026 |\n| `BARIATRIC-06` | Bariatric surgery | Mount Sinai / NYU | Historical commercial episode prices of $42,157 and $52,980 | 1 of 150 | 0.7% | Fully supported | A 32BJ report lists historical 2019-2021 plan-specific episode prices of $42,157 at Mount Sinai and $52,980 at NYU; they are not current quotes or individual patient responsibility. | [32bjhealthinsights.org 1 ](https://32bjhealthinsights.org/wp-content/uploads/2022/12/HospitalPrices_screen-pages-final.pdf) | direct | [32bjhealthinsights.org 1 ](https://32bjhealthinsights.org/wp-content/uploads/2022/12/HospitalPrices_screen-pages-final.pdf) | August 29, 2026 |\n\n**Answer-share denominator:** 150 answers in the relevant niche. Claim families are not mutually exclusive: one answer may contain multiple caveats, so shares must not be summed into a share of unique answers.\n\nSecondary sensitivity view\n\n## Recurrence-weighted incidence does not change whether a claim is accurate\n\nWhen claim families are weighted by the number of answers in which they appeared, the audit covers 438 non-deduplicated claim incidences: 293 (66.9%) fully supported, 129 (29.5%) partly supported or overstated, 8 (1.8%) stale, 3 (0.7%) unsupported and 5 (1.1%) unverifiable.\n\n**Interpret carefully:** these 438 incidences are not 438 unique answers. One answer can contribute more than one caveat incidence, and recurrence does not make a claim more accurate.\n\nLimitations\n\n## What this study can—and cannot—establish\n\n- The source corpus covers three commercial clinic-selection prompts, three medical service lines, New York City and one collection day.\n- Results describe isolated ChatGPT-authenticated runs and should not be generalized to every account, interface, model, geography, date or medical query.\n- The 43 rows are deduplicated claim families, not 43 independent clinic-quality observations.\n- The 18 paired examples are purposively selected to test framing mechanics, not a random prevalence sample.\n- Current primary sources were checked on August 29, 2026 and may change.\n- A current page can confirm a fact today even if the exact source surfaced in the saved answer was weak, mismatched or absent. Source attribution and current fact verification remain separate questions.\n- “Not supported” means the checked sources did not support the statement; it is not proof of the opposite fact.\n- No clinical comparison, risk adjustment, patient-level assessment or provider ranking was performed.\n- Perceived confidence was coded from wording within selected answers; no patient-trust experiment was conducted.\n- Claim-family grouping and verdict coding were performed manually. No inter-rater reliability statistic was measured.\n- The study cannot show that transparency, missing information or any source caused a particular output.\n\nDownloadable research materials\n\n## Inspect the public v1.0 evidence package\n\nThe package separates claim-family evidence, same-answer contrasts and documentation. It excludes full answers and private collection records.\n\n[Data **Claim-family fact-check CSV** All 43 deduplicated claim families, evidence status and separated saved-answer and fact-check source fields.text/csv · 21 KB](https://rotgar.com/research-data/chatgpt-clinic-caveats-fact-check-v1.0/chatgpt-clinic-caveats-fact-check-v1.0.csv) [Data **Same-answer contrasts CSV** All 18 purposively selected framing contrasts and matched-evidence assessments.text/csv · 10 KB](https://rotgar.com/research-data/chatgpt-clinic-caveats-fact-check-v1.0/chatgpt-clinic-same-answer-contrasts-v1.0.csv) [Data **Research summary JSON** Machine-readable headline, niche, recurrence and weighted-incidence summaries.application/json · 4.2 KB](https://rotgar.com/research-data/chatgpt-clinic-caveats-fact-check-v1.0/chatgpt-clinic-caveats-summary-v1.0.json) [Documentation **Data dictionary** Field definitions, units, categories and denominator rules for the public files.text/csv · 5.0 KB](https://rotgar.com/research-data/chatgpt-clinic-caveats-fact-check-v1.0/DATA-DICTIONARY.csv) [Documentation **Package README** Scope, direct answer, file map and interpretation boundaries.text/markdown · 2.8 KB](https://rotgar.com/research-data/chatgpt-clinic-caveats-fact-check-v1.0/README.md) [Documentation **Methodology** Secondary-analysis method, coding rules, source checks and limitations.text/markdown · 3.2 KB](https://rotgar.com/research-data/chatgpt-clinic-caveats-fact-check-v1.0/METHODOLOGY.md) [Reuse **CC BY 4.0 license** Terms for reuse of this versioned public research package.text/plain · 473 B](https://rotgar.com/research-data/chatgpt-clinic-caveats-fact-check-v1.0/LICENSE.txt) [Citation **Citation File Format** CFF 1.2 metadata for research and repository tools.text/plain · 863 B](https://rotgar.com/research-data/chatgpt-clinic-caveats-fact-check-v1.0/CITATION.cff) [Citation **BibTeX citation** Frozen v1.0 citation metadata; use the DOI citation in the research record.text/plain · 473 B](https://rotgar.com/research-data/chatgpt-clinic-caveats-fact-check-v1.0/citation.bib) [Verification **Package manifest** Versioned inventory with file sizes, row counts and SHA-256 values.application/json · 3.2 KB](https://rotgar.com/research-data/chatgpt-clinic-caveats-fact-check-v1.0/manifest.json) [Verification **SHA-256 checksums** Integrity checksums for every payload in the public release.text/plain · 1.0 KB](https://rotgar.com/research-data/chatgpt-clinic-caveats-fact-check-v1.0/SHA256SUMS.txt)\n\n**Version 1.0** · Published September 3, 2026 · [Manifest](https://rotgar.com/research-data/chatgpt-clinic-caveats-fact-check-v1.0/manifest.json) · [SHA-256 checksums](https://rotgar.com/research-data/chatgpt-clinic-caveats-fact-check-v1.0/SHA256SUMS.txt) · [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/)\n\nResearch record\n\n## A companion analysis with its own bounded findings\n\nThis companion analysis now has its own versioned publication record and DOI. It remains based on a frozen parent corpus and does not reuse the parent study’s shortlist-stability outcome as a factual-accuracy measure.\n\nTitle\n\nWhen ChatGPT Adds Caveats to Clinic Recommendations\n\nAuthor\n\nEvgeniy Yudin, Founder and Strategy Lead · [ORCID 0009-0007-8400-9561](https://orcid.org/0009-0007-8400-9561)\n\nMethodology reviewer\n\nBoris Teplyakov, SEO Lead\n\nVersion\n\n1.0\n\nPublished\n\nSeptember 3, 2026\n\nVersion DOI\n\n[10.5281/zenodo.22304469](https://doi.org/10.5281/zenodo.22304469)\n\nArchive\n\n[Zenodo record 22304469](https://zenodo.org/records/22304469)\n\nPrimary-source checks\n\nAugust 29, 2026\n\nSpatial coverage\n\nNew York City, New York, United States\n\nParent study\n\n[Clinic Shortlists and Sources Across ChatGPT Models and Reasoning Efforts](https://rotgar.com/medical/resources/chatgpt-clinic-shortlists-model-effort-stability)\n\nParent release\n\n[Version DOI 10.5281/zenodo.22162725](https://doi.org/10.5281/zenodo.22162725)\n\nLicense\n\n[Creative Commons Attribution 4.0 International](https://creativecommons.org/licenses/by/4.0/)\n\n### Cite this companion dataset\n\nYudin, E. (2026). When ChatGPT Adds Caveats to Clinic Recommendations (Version 1.0) \\[Data set\\]. Rotgar Research. https://doi.org/10.5281/zenodo.22304469\n\n### Review boundary\n\nMethodology review only; not clinical review, peer review, legal review, a formal external audit or an assessment of the providers named in the answers. The study does not assess treatment quality, safety, clinical appropriateness or which clinic a patient should choose.\n\n### Corrections\n\nClinic pages, prices, insurance participation, warranties and published outcome data can change. If a cited primary source has changed or a bounded finding is inaccurate, [contact Rotgar](https://rotgar.com/contact) with the relevant URL and documentation. Material corrections will be dated.\n\nContinue from the evidence\n\n## Related medical research and measurement pages\n\nThese pages use different questions and outcome definitions. Their percentages should not be combined as one experiment.\n\nAI Visibility Audit\n\n## Measure how your clinic is framed in AI answers\n\nThe AI visibility audit starts with one clinic or selected location, one priority market and one patient language.\n\n**Best fit** Clinics, hospitals and medical groups in:\n\n- Dental\n- Aesthetic medicine\n- Physiotherapy\n- Fertility & IVF\n- Dermatology\n- Hair transplant\n- Cosmetic plastic surgery\n- Mental health\n- Multi-specialty groups\n\n- Your current visibility and named competitors\n- The sources AI answers cite\n- A prioritized list of improvements to implement\n\nNeed to cover several clinics, locations, countries, markets or patient languages? [Book a 30-minute call ](https://calendly.com/z-rotgar/30min) We’ll discuss the scope for your organization.\n",
    "headings": [
      {
        "level": 1,
        "text": "When ChatGPT Adds Caveats to Clinic Recommendations"
      },
      {
        "level": 2,
        "text": "Most caveats had a factual basis, but 48.8% could not be repeated as written without qualification",
        "id": "answer-heading"
      },
      {
        "level": 2,
        "text": "A claim-level audit of a frozen 450-answer corpus",
        "id": "glance-heading"
      },
      {
        "level": 2,
        "text": "Support was common, but evidence status was not binary",
        "id": "verdict-heading"
      },
      {
        "level": 2,
        "text": "The type of caveat differed across the three service lines",
        "id": "niche-heading"
      },
      {
        "level": 2,
        "text": "Seven examples show where the distinction changed the commercial impression",
        "id": "examples-heading"
      },
      {
        "level": 3,
        "text": "The current page contradicted the claimed package ambiguity"
      },
      {
        "level": 3,
        "text": "The source did not establish that the brand was relatively new"
      },
      {
        "level": 3,
        "text": "A two-stage evaluation became an unproven timing claim"
      },
      {
        "level": 3,
        "text": "“Narrower” insurance participation lacked a matched comparison"
      },
      {
        "level": 3,
        "text": "A real 2021 fee was presented as current"
      },
      {
        "level": 3,
        "text": "The adverse-event figures were exact, but not a comparative quality ranking"
      },
      {
        "level": 3,
        "text": "The warranty limitation was documented, but the competitor was not checked on the same field"
      },
      {
        "level": 2,
        "text": "A specific caveat can outweigh an unverified positive description",
        "id": "asymmetry-heading"
      },
      {
        "level": 2,
        "text": "AI visibility is not only whether a clinic appears, but how its evidence is framed",
        "id": "measurement-heading"
      },
      {
        "level": 2,
        "text": "Secondary analysis of a frozen 450-answer corpus",
        "id": "methodology-heading"
      },
      {
        "level": 3,
        "text": "Verdict rules"
      },
      {
        "level": 3,
        "text": "Full claim-family evidence",
        "id": "full-evidence-heading"
      },
      {
        "level": 2,
        "text": "Recurrence-weighted incidence does not change whether a claim is accurate",
        "id": "sensitivity-heading"
      },
      {
        "level": 2,
        "text": "What this study can—and cannot—establish",
        "id": "limitations-heading"
      },
      {
        "level": 2,
        "text": "Inspect the public v1.0 evidence package",
        "id": "downloads-heading"
      },
      {
        "level": 2,
        "text": "A companion analysis with its own bounded findings",
        "id": "record-heading"
      },
      {
        "level": 3,
        "text": "Cite this companion dataset"
      },
      {
        "level": 3,
        "text": "Review boundary"
      },
      {
        "level": 3,
        "text": "Corrections"
      },
      {
        "level": 2,
        "text": "Related medical research and measurement pages",
        "id": "related-heading"
      },
      {
        "level": 2,
        "text": "Measure how your clinic is framed in AI answers"
      }
    ],
    "tables": [
      {
        "caption": "Table 1. Claim-family verdict distribution",
        "rows": [
          {
            "cells": [
              {
                "text": "Verdict",
                "markdown": "Verdict",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Claim families",
                "markdown": "Claim families",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Share",
                "markdown": "Share",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Meaning",
                "markdown": "Meaning",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "Fully supported",
                "markdown": "Fully supported",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "22",
                "markdown": "22",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "51.2%",
                "markdown": "51.2%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Current or correctly dated primary evidence supported the bounded claim.",
                "markdown": "Current or correctly dated primary evidence supported the bounded claim.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "Partly supported or overstated",
                "markdown": "Partly supported or overstated",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "16",
                "markdown": "16",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "37.2%",
                "markdown": "37.2%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "A narrow fact existed, but the wording widened it, compared unlike fields or applied the check asymmetrically.",
                "markdown": "A narrow fact existed, but the wording widened it, compared unlike fields or applied the check asymmetrically.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "Stale",
                "markdown": "Stale",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "2",
                "markdown": "2",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "4.7%",
                "markdown": "4.7%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "The fact was historically documented but was not suitable as a current claim on the audit date.",
                "markdown": "The fact was historically documented but was not suitable as a current claim on the audit date.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "Not supported",
                "markdown": "Not supported",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "2",
                "markdown": "2",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "4.7%",
                "markdown": "4.7%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "The checked current primary source did not support the statement; in one case it directly contradicted the claimed ambiguity.",
                "markdown": "The checked current primary source did not support the statement; in one case it directly contradicted the claimed ambiguity.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "Unverifiable",
                "markdown": "Unverifiable",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "1",
                "markdown": "1",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "2.3%",
                "markdown": "2.3%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "The relevant primary page was unavailable, so the claim could not be confirmed or rejected.",
                "markdown": "The relevant primary page was unavailable, so the claim could not be confirmed or rejected.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          }
        ]
      },
      {
        "caption": "Table 2. Verdict distribution within each niche",
        "rows": [
          {
            "cells": [
              {
                "text": "Niche",
                "markdown": "Niche",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Claim families",
                "markdown": "Claim families",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Fully supported",
                "markdown": "Fully supported",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Partly supported / overstated",
                "markdown": "Partly supported / overstated",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Stale",
                "markdown": "Stale",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Not supported",
                "markdown": "Not supported",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Unverifiable",
                "markdown": "Unverifiable",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "IVF",
                "markdown": "IVF",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "19",
                "markdown": "19",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "10 (52.6%)",
                "markdown": "10 (52.6%)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "8 (42.1%)",
                "markdown": "8 (42.1%)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "0 (0%)",
                "markdown": "0 (0%)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "1 (5.3%)",
                "markdown": "1 (5.3%)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "0 (0%)",
                "markdown": "0 (0%)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "Full-arch dental implants",
                "markdown": "Full-arch dental implants",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "18",
                "markdown": "18",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "9 (50%)",
                "markdown": "9 (50%)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "7 (38.9%)",
                "markdown": "7 (38.9%)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "0 (0%)",
                "markdown": "0 (0%)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "1 (5.6%)",
                "markdown": "1 (5.6%)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "1 (5.6%)",
                "markdown": "1 (5.6%)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "Bariatric surgery",
                "markdown": "Bariatric surgery",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "6",
                "markdown": "6",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "3 (50%)",
                "markdown": "3 (50%)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "1 (16.7%)",
                "markdown": "1 (16.7%)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "2 (33.3%)",
                "markdown": "2 (33.3%)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "0 (0%)",
                "markdown": "0 (0%)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "0 (0%)",
                "markdown": "0 (0%)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          }
        ]
      },
      {
        "caption": "Table 3. All 18 purposively selected same-answer contrasts",
        "rows": [
          {
            "cells": [
              {
                "text": "Niche",
                "markdown": "Niche",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Clinic receiving the caveat",
                "markdown": "Clinic receiving the caveat",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Caveat",
                "markdown": "Caveat",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "More confidently framed clinic",
                "markdown": "More confidently framed clinic",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Comparison framing",
                "markdown": "Comparison framing",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Evidence read",
                "markdown": "Evidence read",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Matched evidence advantage",
                "markdown": "Matched evidence advantage",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Reproducibility",
                "markdown": "Reproducibility",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Fact-check sources",
                "markdown": "Fact-check sources",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "IVF",
                "markdown": "IVF",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "NYU Langone",
                "markdown": "NYU Langone",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Fresh-egg IVF starts at $17,600, excluding medications and anesthesia.",
                "markdown": "Fresh-egg IVF starts at $17,600, excluding medications and anesthesia.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Columbia",
                "markdown": "Columbia",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Strong academic program for complex cases ... in-network IVF ... and income-based assistance.",
                "markdown": "Strong academic program for complex cases ... in-network IVF ... and income-based assistance.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "NYU's price exclusion was supported by a checked primary source; Columbia's broader positive description was not evaluated against a comparable package.",
                "markdown": "NYU's price exclusion was supported by a checked primary source; Columbia's broader positive description was not evaluated against a comparable package.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Not established",
                "markdown": "Not established",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Show record Saved answer ID R02-P1-C1 Configuration C1 Luna Medium",
                "markdown": "<br> Show record <br> Saved answer ID <br> `R02-P1-C1` <br> Configuration <br> C1 Luna Medium <br>",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "nyulangone.org 1 nyp.org 2",
                "markdown": "[nyulangone.org 1 ](https://nyulangone.org/locations/fertility-center/fertility-center-financial-information-patient-forms) [nyp.org 2 ](https://www.nyp.org/womens/fertility-treatments/locations)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "IVF",
                "markdown": "IVF",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "RMA of New York",
                "markdown": "RMA of New York",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Its pricing is individualized rather than published as one package.",
                "markdown": "Its pricing is individualized rather than published as one package.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "NYU Langone",
                "markdown": "NYU Langone",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Unusually transparent self-pay pricing. Particularly worth comparing ...",
                "markdown": "Unusually transparent self-pay pricing. Particularly worth comparing ...",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "NYU had a documented public-price disclosure advantage for budget planning; this does not establish clinical quality.",
                "markdown": "NYU had a documented public-price disclosure advantage for budget planning; this does not establish clinical quality.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Established on the narrow field only",
                "markdown": "Established on the narrow field only",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Show record Saved answer ID R01-P1-C4 Configuration C4 Sol Low",
                "markdown": "<br> Show record <br> Saved answer ID <br> `R01-P1-C4` <br> Configuration <br> C4 Sol Low <br>",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "rmany.com 1 nyulangone.org 2",
                "markdown": "[rmany.com 1 ](https://www.rmany.com/resources/financial/fertility-treatment-cost-factors) [nyulangone.org 2 ](https://nyulangone.org/locations/fertility-center/fertility-center-financial-information-patient-forms)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "IVF",
                "markdown": "IVF",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "RMA of New York",
                "markdown": "RMA of New York",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "The figures currently featured on its website are older ...",
                "markdown": "The figures currently featured on its website are older ...",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Weill Cornell",
                "markdown": "Weill Cornell",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Strong academic program, large and experienced embryology operation ...",
                "markdown": "Strong academic program, large and experienced embryology operation ...",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "RMA's use of a 2021 report was supported; the answer did not apply the same data-recency check to Weill Cornell.",
                "markdown": "RMA's use of a 2021 report was supported; the answer did not apply the same data-recency check to Weill Cornell.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Not established",
                "markdown": "Not established",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Show record Saved answer ID R01-P1-C3 Configuration C3 Sol Medium",
                "markdown": "<br> Show record <br> Saved answer ID <br> `R01-P1-C3` <br> Configuration <br> C3 Sol Medium <br>",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "rmany.com 1 ivf.org 2",
                "markdown": "[rmany.com 1 ](https://www.rmany.com/success-rates) [ivf.org 2 ](https://ivf.org/about-us)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "IVF",
                "markdown": "IVF",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "CCRM New York",
                "markdown": "CCRM New York",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Insurance participation is narrower than at some academic centers.",
                "markdown": "Insurance participation is narrower than at some academic centers.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "NYU Langone",
                "markdown": "NYU Langone",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Large academic program ... unusually transparent self-pay pricing.",
                "markdown": "Large academic program ... unusually transparent self-pay pricing.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "CCRM lists seven programs, but the answer did not compare like-for-like plans; the narrower-network comparison was not established.",
                "markdown": "CCRM lists seven programs, but the answer did not compare like-for-like plans; the narrower-network comparison was not established.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Not established",
                "markdown": "Not established",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Show record Saved answer ID R02-P1-C5 Configuration C5 Sol High",
                "markdown": "<br> Show record <br> Saved answer ID <br> `R02-P1-C5` <br> Configuration <br> C5 Sol High <br>",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "ccrmivf.com 1 nyulangone.org 2",
                "markdown": "[ccrmivf.com 1 ](https://www.ccrmivf.com/location/us/new-york/new-york-city/ivf/) [nyulangone.org 2 ](https://nyulangone.org/locations/fertility-center/fertility-center-financial-information-patient-forms)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "IVF",
                "markdown": "IVF",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "CCRM New York",
                "markdown": "CCRM New York",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Strong 2023 figures ... though its age-group samples are smaller.",
                "markdown": "Strong 2023 figures ... though its age-group samples are smaller.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Columbia",
                "markdown": "Columbia",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Particularly strong published 2023 results; major academic program ...",
                "markdown": "Particularly strong published 2023 results; major academic program ...",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Columbia had larger age-specific samples in the compared data, which improves precision; that does not itself establish better treatment.",
                "markdown": "Columbia had larger age-specific samples in the compared data, which improves precision; that does not itself establish better treatment.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Established on the narrow field only",
                "markdown": "Established on the narrow field only",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Show record Saved answer ID R14-P1-C5 Configuration C5 Sol High",
                "markdown": "<br> Show record <br> Saved answer ID <br> `R14-P1-C5` <br> Configuration <br> C5 Sol High <br>",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "sartcorsonline.com 1 sartcorsonline.com 2",
                "markdown": "[sartcorsonline.com 1 ](https://sartcorsonline.com/Csr/PublicSnapshotReport?ClinicPKID=2000059&reportingYear=2023) [sartcorsonline.com 2 ](https://sartcorsonline.com/Csr/PublicSnapshotReport?ClinicPKID=2092&reportingYear=2023)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "IVF",
                "markdown": "IVF",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Open Fertility",
                "markdown": "Open Fertility",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "May be less suitable for unusually complex cases.",
                "markdown": "May be less suitable for unusually complex cases.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "RMA / Weill Cornell",
                "markdown": "RMA / Weill Cornell",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Strong choice ... complex-case resources / especially worth considering for complex infertility.",
                "markdown": "Strong choice ... complex-case resources / especially worth considering for complex infertility.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Open currently describes a straightforward-case focus, but the pricing PDF cited in the answer did not support the broader complex-case inference.",
                "markdown": "Open currently describes a straightforward-case focus, but the pricing PDF cited in the answer did not support the broader complex-case inference.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Mixed evidence",
                "markdown": "Mixed evidence",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Show record Saved answer ID R12-P1-C1 Configuration C1 Luna Medium",
                "markdown": "<br> Show record <br> Saved answer ID <br> `R12-P1-C1` <br> Configuration <br> C1 Luna Medium <br>",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "openfertility.com 1 rmany.com 2 weillcornell.org 3",
                "markdown": "[openfertility.com 1 ](https://openfertility.com/affording-fertility-care/) [rmany.com 2 ](https://www.rmany.com/) [weillcornell.org 3 ](https://weillcornell.org/repromed)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "Dental",
                "markdown": "Dental",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Columbia Dental Implant Center",
                "markdown": "Columbia Dental Implant Center",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Lower-cost teaching Implant Center, though treatment may take longer.",
                "markdown": "Lower-cost teaching Implant Center, though treatment may take longer.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Prosthodontic Associates",
                "markdown": "Prosthodontic Associates",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "A strong benchmark for prosthesis design, bite, and aesthetics.",
                "markdown": "A strong benchmark for prosthesis design, bite, and aesthetics.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Columbia's page supports a two-stage evaluation path but does not state that care is slower; the comparison clinic's positive description lacked comparable timing evidence.",
                "markdown": "Columbia's page supports a two-stage evaluation path but does not state that care is slower; the comparison clinic's positive description lacked comparable timing evidence.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Not established",
                "markdown": "Not established",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Show record Saved answer ID R03-P2-C3 Configuration C3 Sol Medium",
                "markdown": "<br> Show record <br> Saved answer ID <br> `R03-P2-C3` <br> Configuration <br> C3 Sol Medium <br>",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "dental.columbia.edu 1 paonypc.com 2",
                "markdown": "[dental.columbia.edu 1 ](https://www.dental.columbia.edu/teaching-clinics/implant-center) [paonypc.com 2 ](https://www.paonypc.com/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "Dental",
                "markdown": "Dental",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Manhattan Arch",
                "markdown": "Manhattan Arch",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "The brand appears relatively new ...",
                "markdown": "The brand appears relatively new ...",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "All-On-Four Dental Implant Centers",
                "markdown": "All-On-Four Dental Implant Centers",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Periodontist-led group ... unusually clear component pricing. A useful benchmark ...",
                "markdown": "Periodontist-led group ... unusually clear component pricing. A useful benchmark ...",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "The checked source did not establish brand newness. All-On-Four published itemized prices, although its pages differed on the final total.",
                "markdown": "The checked source did not establish brand newness. All-On-Four published itemized prices, although its pages differed on the final total.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Not established",
                "markdown": "Not established",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Show record Saved answer ID R23-P2-C5 Configuration C5 Sol High",
                "markdown": "<br> Show record <br> Saved answer ID <br> `R23-P2-C5` <br> Configuration <br> C5 Sol High <br>",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "manhattanarchimplantcenter.com 1 allonfour.com 2",
                "markdown": "[manhattanarchimplantcenter.com 1 ](https://manhattanarchimplantcenter.com/meet-the-doctors/) [allonfour.com 2 ](https://allonfour.com/our-pricing/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "Dental",
                "markdown": "Dental",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "SmartArches NYC",
                "markdown": "SmartArches NYC",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "$329/month per arch ... but does not display the cash price or financing term.",
                "markdown": "$329/month per arch ... but does not display the cash price or financing term.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "James Linkous",
                "markdown": "James Linkous",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "A good boutique comparison ... board-certified prosthodontist ... around $25,000 per arch.",
                "markdown": "A good boutique comparison ... board-certified prosthodontist ... around $25,000 per arch.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "One page showed only monthly payments; the other provided a cash starting point and a named credential, establishing a narrow disclosure difference.",
                "markdown": "One page showed only monthly payments; the other provided a cash starting point and a named credential, establishing a narrow disclosure difference.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Established on the narrow field only",
                "markdown": "Established on the narrow field only",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Show record Saved answer ID R19-P2-C4 Configuration C4 Sol Low",
                "markdown": "<br> Show record <br> Saved answer ID <br> `R19-P2-C4` <br> Configuration <br> C4 Sol Low <br>",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "nyc.smartarchesdental.com 1 drjameslinkousnyc.com 2",
                "markdown": "[nyc.smartarchesdental.com 1 ](https://nyc.smartarchesdental.com/) [drjameslinkousnyc.com 2 ](https://www.drjameslinkousnyc.com/dental-implants-manhattan)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "Dental",
                "markdown": "Dental",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "ClearChoice LIC",
                "markdown": "ClearChoice LIC",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Warranty covers fracture of the arch—not implant integration, ordinary wear or every complication.",
                "markdown": "Warranty covers fracture of the arch—not implant integration, ordinary wear or every complication.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "James Linkous",
                "markdown": "James Linkous",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "A good comparison when prosthetic design, bite and aesthetics are priorities.",
                "markdown": "A good comparison when prosthetic design, bite and aesthetics are priorities.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "ClearChoice publishes warranty limitations; no equivalent competitor warranty was surfaced, so absence of a caveat does not establish broader competitor protection.",
                "markdown": "ClearChoice publishes warranty limitations; no equivalent competitor warranty was surfaced, so absence of a caveat does not establish broader competitor protection.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Not established",
                "markdown": "Not established",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Show record Saved answer ID R05-P2-C5 Configuration C5 Sol High",
                "markdown": "<br> Show record <br> Saved answer ID <br> `R05-P2-C5` <br> Configuration <br> C5 Sol High <br>",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "clearchoice.com 1 drjameslinkousnyc.com 2",
                "markdown": "[clearchoice.com 1 ](https://www.clearchoice.com/dental-implant-financing-and-costs/) [drjameslinkousnyc.com 2 ](https://www.drjameslinkousnyc.com/dental-implants-manhattan)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "Dental",
                "markdown": "Dental",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "NY Smile Clinic",
                "markdown": "NY Smile Clinic",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "A general dentist ... not a prosthodontist or oral surgeon ...",
                "markdown": "A general dentist ... not a prosthodontist or oral surgeon ...",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "ClearChoice LIC",
                "markdown": "ClearChoice LIC",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Prosthodontists and an oral surgeon with American Board ... credentials.",
                "markdown": "Prosthodontists and an oral surgeon with American Board ... credentials.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "ClearChoice discloses named specialty roles. NY Smile's page does not display those titles, but that absence does not establish that the clinician lacks relevant credentials.",
                "markdown": "ClearChoice discloses named specialty roles. NY Smile's page does not display those titles, but that absence does not establish that the clinician lacks relevant credentials.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Mixed evidence",
                "markdown": "Mixed evidence",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Show record Saved answer ID R07-P2-C5 Configuration C5 Sol High",
                "markdown": "<br> Show record <br> Saved answer ID <br> `R07-P2-C5` <br> Configuration <br> C5 Sol High <br>",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "nysmileclinic.com 1 clearchoice.com 2",
                "markdown": "[nysmileclinic.com 1 ](https://nysmileclinic.com/all-on-4-dental-implants-nyc/) [clearchoice.com 2 ](https://www.clearchoice.com/locations/ny/long-island-city/22-15-43rd-ave/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "Dental",
                "markdown": "Dental",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "All-On-Four Dental Implant Centers",
                "markdown": "All-On-Four Dental Implant Centers",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Published figures conflict ... signed, itemized start-to-finish quote.",
                "markdown": "Published figures conflict ... signed, itemized start-to-finish quote.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Manhattan Arch",
                "markdown": "Manhattan Arch",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Full-arch-focused team including a board-certified oral surgeon and prosthodontists ...",
                "markdown": "Full-arch-focused team including a board-certified oral surgeon and prosthodontists ...",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "All-On-Four's pages documented an internal pricing inconsistency; the answer did not evaluate Manhattan's starting-price completeness on a comparable basis.",
                "markdown": "All-On-Four's pages documented an internal pricing inconsistency; the answer did not evaluate Manhattan's starting-price completeness on a comparable basis.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Mixed evidence",
                "markdown": "Mixed evidence",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Show record Saved answer ID R21-P2-C5 Configuration C5 Sol High",
                "markdown": "<br> Show record <br> Saved answer ID <br> `R21-P2-C5` <br> Configuration <br> C5 Sol High <br>",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "allonfour.com 1 myperfectsmile.manhattanarchcollective.com 2",
                "markdown": "[allonfour.com 1 ](https://allonfour.com/our-pricing/) [myperfectsmile.manhattanarchcollective.com 2 ](https://myperfectsmile.manhattanarchcollective.com/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "Bariatric",
                "markdown": "Bariatric",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Bellevue",
                "markdown": "Bellevue",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "1.4% complication, 2.0% readmission and 0.4% reoperation rate.",
                "markdown": "1.4% complication, 2.0% readmission and 0.4% reoperation rate.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "NYU Langone",
                "markdown": "NYU Langone",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Strong all-around starting point.",
                "markdown": "Strong all-around starting point.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Bellevue's adverse-event figures were documented; NYU's broad positive description was not supported by comparable outcome rates in the same answer.",
                "markdown": "Bellevue's adverse-event figures were documented; NYU's broad positive description was not supported by comparable outcome rates in the same answer.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Not established",
                "markdown": "Not established",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Show record Saved answer ID R17-P3-C5 Configuration C5 Sol High",
                "markdown": "<br> Show record <br> Saved answer ID <br> `R17-P3-C5` <br> Configuration <br> C5 Sol High <br>",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "hhinternet.blob.core.windows.net 1 nyulangone.org 2",
                "markdown": "[hhinternet.blob.core.windows.net 1 ](https://hhinternet.blob.core.windows.net/uploads/2025/09/bellevue-bariatric-surgery-survey-program-data-english-spanish.pdf) [nyulangone.org 2 ](https://nyulangone.org/locations/weight-management-program-manhattan)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "Bariatric",
                "markdown": "Bariatric",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Mount Sinai / Montefiore / Northwell",
                "markdown": "Mount Sinai / Montefiore / Northwell",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "$47,000 / $52,000 / $73,000 plan-paid averages during 2022-2024.",
                "markdown": "$47,000 / $52,000 / $73,000 plan-paid averages during 2022-2024.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "NYU Langone",
                "markdown": "NYU Langone",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Strong all-around Manhattan option.",
                "markdown": "Strong all-around Manhattan option.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "The payer figures were supported but described plan-specific historical episodes; the NYU statement was a general editorial judgment.",
                "markdown": "The payer figures were supported but described plan-specific historical episodes; the NYU statement was a general editorial judgment.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Not established",
                "markdown": "Not established",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Show record Saved answer ID R10-P3-C5 Configuration C5 Sol High",
                "markdown": "<br> Show record <br> Saved answer ID <br> `R10-P3-C5` <br> Configuration <br> C5 Sol High <br>",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "legistar.council.nyc.gov 1 nyulangone.org 2",
                "markdown": "[legistar.council.nyc.gov 1 ](https://legistar.council.nyc.gov/View.ashx?G=2FD004F1-D85B-4588-A648-0A736C77D6E3&GUID=2E7660FC-FE43-46CC-A073-DD718780D032&ID=15376317&M=F) [nyulangone.org 2 ](https://nyulangone.org/care-services/weight-management-program)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "Bariatric",
                "markdown": "Bariatric",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "NewYork-Presbyterian",
                "markdown": "NewYork-Presbyterian",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "$61,000 negotiated-system average and $78,106 published cash price.",
                "markdown": "$61,000 negotiated-system average and $78,106 published cash price.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "NYU Langone",
                "markdown": "NYU Langone",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Strong all-around Manhattan choice / strongest general-purpose starting point.",
                "markdown": "Strong all-around Manhattan choice / strongest general-purpose starting point.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "The historical dataset supports a cost difference for the specified code, not current patient out-of-pocket cost or comparative clinical quality.",
                "markdown": "The historical dataset supports a cost difference for the specified code, not current patient out-of-pocket cost or comparative clinical quality.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Established on the narrow field only",
                "markdown": "Established on the narrow field only",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Show record Saved answer ID R02-P3-C5 Configuration C5 Sol High",
                "markdown": "<br> Show record <br> Saved answer ID <br> `R02-P3-C5` <br> Configuration <br> C5 Sol High <br>",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "nyc.gov 1 nyulangone.org 2",
                "markdown": "[nyc.gov 1 ](https://www.nyc.gov/assets/doh/downloads/pdf/about/local-law-78-healthcare-accountability-report.pdf) [nyulangone.org 2 ](https://nyulangone.org/locations/weight-management-program-manhattan)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "Bariatric",
                "markdown": "Bariatric",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "NYU Langone",
                "markdown": "NYU Langone",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Publishes a $335 program fee in its program information.",
                "markdown": "Publishes a $335 program fee in its program information.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "NYP Columbia / Mount Sinai",
                "markdown": "NYP Columbia / Mount Sinai",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Particularly worth considering / high-volume multidisciplinary program.",
                "markdown": "Particularly worth considering / high-volume multidisciplinary program.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "The $335 amount comes from a changeable 2021 packet and was not confirmed on the current NYU page.",
                "markdown": "The $335 amount comes from a changeable 2021 packet and was not confirmed on the current NYU page.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Not established",
                "markdown": "Not established",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Show record Saved answer ID R24-P3-C4 Configuration C4 Sol Low",
                "markdown": "<br> Show record <br> Saved answer ID <br> `R24-P3-C4` <br> Configuration <br> C4 Sol Low <br>",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "nyulangone.org 1 nyp.org 2 mountsinai.org 3",
                "markdown": "[nyulangone.org 1 ](https://nyulangone.org/files/weight-management-information-2021.pdf) [nyp.org 2 ](https://www.nyp.org/digestive/weight-loss-and-metabolic-disorders) [mountsinai.org 3 ](https://www.mountsinai.org/locations/morningside/care/bariatric)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "Bariatric",
                "markdown": "Bariatric",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "NewYork-Presbyterian",
                "markdown": "NewYork-Presbyterian",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Standard charge is not the patient's actual out-of-pocket amount.",
                "markdown": "Standard charge is not the patient's actual out-of-pocket amount.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "NYU / Mount Sinai",
                "markdown": "NYU / Mount Sinai",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Strong all-around academic choice / particularly worth comparing.",
                "markdown": "Strong all-around academic choice / particularly worth comparing.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "The warning was supported but applies generally to hospital price-transparency data; it was not established as an NYP-specific defect.",
                "markdown": "The warning was supported but applies generally to hospital price-transparency data; it was not established as an NYP-specific defect.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Not established",
                "markdown": "Not established",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Show record Saved answer ID R21-P3-C3 Configuration C3 Sol Medium",
                "markdown": "<br> Show record <br> Saved answer ID <br> `R21-P3-C3` <br> Configuration <br> C3 Sol Medium <br>",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "nyp.org 1",
                "markdown": "[nyp.org 1 ](https://www.nyp.org/patients-visitors/paying-for-care/hospital-price-transparency)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "Bariatric",
                "markdown": "Bariatric",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Mount Sinai / NYU",
                "markdown": "Mount Sinai / NYU",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Historical 2019-2021 episode prices of $42,157 and $52,980.",
                "markdown": "Historical 2019-2021 episode prices of $42,157 and $52,980.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "NYP / Bellevue",
                "markdown": "NYP / Bellevue",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Complex metabolic disease ... / value-conscious care.",
                "markdown": "Complex metabolic disease ... / value-conscious care.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "The 32BJ amounts were supported for one historical covered population; the answer did not apply a comparable price check to the other clinics.",
                "markdown": "The 32BJ amounts were supported for one historical covered population; the answer did not apply a comparable price check to the other clinics.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Not established",
                "markdown": "Not established",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Show record Saved answer ID R27-P3-C5 Configuration C5 Sol High",
                "markdown": "<br> Show record <br> Saved answer ID <br> `R27-P3-C5` <br> Configuration <br> C5 Sol High <br>",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "32bjhealthinsights.org 1",
                "markdown": "[32bjhealthinsights.org 1 ](https://32bjhealthinsights.org/wp-content/uploads/2022/12/HospitalPrices_screen-pages-final.pdf)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          }
        ]
      },
      {
        "caption": "Table 4. Coding rules used in the claim-family audit",
        "rows": [
          {
            "cells": [
              {
                "text": "Verdict",
                "markdown": "Verdict",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Coding rule",
                "markdown": "Coding rule",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "Fully supported",
                "markdown": "Fully supported",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "The bounded statement was directly supported by a current or correctly dated primary source.",
                "markdown": "The bounded statement was directly supported by a current or correctly dated primary source.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "Partly supported or overstated",
                "markdown": "Partly supported or overstated",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "A factual core existed, but the wording widened it, made an unmatched comparison, confused scope or applied the caveat asymmetrically.",
                "markdown": "A factual core existed, but the wording widened it, made an unmatched comparison, confused scope or applied the caveat asymmetrically.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "Stale",
                "markdown": "Stale",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Historical evidence existed, but it was not suitable as a current fact on the check date.",
                "markdown": "Historical evidence existed, but it was not suitable as a current fact on the check date.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "Not supported",
                "markdown": "Not supported",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "The checked current primary evidence did not support the claim or contradicted the claimed ambiguity.",
                "markdown": "The checked current primary evidence did not support the claim or contradicted the claimed ambiguity.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "Unverifiable",
                "markdown": "Unverifiable",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "The relevant primary evidence was unavailable or insufficient to confirm or reject the claim.",
                "markdown": "The relevant primary evidence was unavailable or insufficient to confirm or reject the claim.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          }
        ]
      },
      {
        "caption": "Table 5. All 43 deduplicated clinic-specific caveat families",
        "rows": [
          {
            "cells": [
              {
                "text": "Claim ID",
                "markdown": "Claim ID",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Niche",
                "markdown": "Niche",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Clinic",
                "markdown": "Clinic",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Caveat family",
                "markdown": "Caveat family",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Answers containing family",
                "markdown": "Answers containing family",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Share within 150-answer niche panel",
                "markdown": "Share within 150-answer niche panel",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Verdict",
                "markdown": "Verdict",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "What the checked primary evidence shows",
                "markdown": "What the checked primary evidence shows",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Visible URLs in saved answers",
                "markdown": "Visible URLs in saved answers",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Saved-answer source read",
                "markdown": "Saved-answer source read",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Fact-check sources",
                "markdown": "Fact-check sources",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Checked on",
                "markdown": "Checked on",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "IVF-01",
                "markdown": "`IVF-01`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "IVF",
                "markdown": "IVF",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "NYU Langone Fertility Center",
                "markdown": "NYU Langone Fertility Center",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Starting price excludes medication and anesthesia; sometimes genetic testing or outside fees",
                "markdown": "Starting price excludes medication and anesthesia; sometimes genetic testing or outside fees",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "132 of 150",
                "markdown": "132 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "88%",
                "markdown": "88%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Fully supported",
                "markdown": "Fully supported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "NYU lists a $17,600 starting price; medication and anesthesia are extra, and outside-provider fees may apply.",
                "markdown": "NYU lists a $17,600 starting price; medication and anesthesia are extra, and outside-provider fees may apply.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "nyulangone.org 1",
                "markdown": "[nyulangone.org 1 ](https://nyulangone.org/locations/fertility-center/fertility-center-financial-information-patient-forms)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "120 direct; 12 without adjacent claim-specific source",
                "markdown": "120 direct; 12 without adjacent claim-specific source",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "nyulangone.org 1",
                "markdown": "[nyulangone.org 1 ](https://nyulangone.org/locations/fertility-center/fertility-center-financial-information-patient-forms)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "IVF-02",
                "markdown": "`IVF-02`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "IVF",
                "markdown": "IVF",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "RMA of New York",
                "markdown": "RMA of New York",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "No universal public package price; patient-specific estimate needed",
                "markdown": "No universal public package price; patient-specific estimate needed",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "16 of 150",
                "markdown": "16 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "10.7%",
                "markdown": "10.7%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Fully supported",
                "markdown": "Fully supported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "RMA describes individualized pricing and does not publish one universal numerical IVF package price.",
                "markdown": "RMA describes individualized pricing and does not publish one universal numerical IVF package price.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "rmany.com 1",
                "markdown": "[rmany.com 1 ](https://www.rmany.com/resources/financial/fertility-treatment-cost-factors)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "11 direct; 5 ambiguous",
                "markdown": "11 direct; 5 ambiguous",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "rmany.com 1",
                "markdown": "[rmany.com 1 ](https://www.rmany.com/resources/financial/fertility-treatment-cost-factors)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "IVF-03",
                "markdown": "`IVF-03`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "IVF",
                "markdown": "IVF",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Open Fertility",
                "markdown": "Open Fertility",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Low base price may exclude medication, tests, transfer, or add-ons",
                "markdown": "Low base price may exclude medication, tests, transfer, or add-ons",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "13 of 150",
                "markdown": "13 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "8.7%",
                "markdown": "8.7%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Partly supported or overstated",
                "markdown": "Partly supported or overstated",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Open's base package includes one fresh transfer; medication, optional PGT, and additional or frozen transfers may be extra.",
                "markdown": "Open's base package includes one fresh transfer; medication, optional PGT, and additional or frozen transfers may be extra.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "openfertility.com 1",
                "markdown": "[openfertility.com 1 ](https://openfertility.com/affordability/pricing/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "9 direct; 4 without adjacent support",
                "markdown": "9 direct; 4 without adjacent support",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "openfertility.com 1 openfertility.com 2",
                "markdown": "[openfertility.com 1 ](https://openfertility.com/affordability/pricing/) [openfertility.com 2 ](https://openfertility.com/locations/astoria/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "IVF-04",
                "markdown": "`IVF-04`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "IVF",
                "markdown": "IVF",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Neway Fertility",
                "markdown": "Neway Fertility",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "$11,200 package excludes monitoring, medication, and anesthesia",
                "markdown": "$11,200 package excludes monitoring, medication, and anesthesia",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "8 of 150",
                "markdown": "8 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "5.3%",
                "markdown": "5.3%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Fully supported",
                "markdown": "Fully supported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Neway's $11,200 package excludes cycle monitoring, medication, and anesthesia.",
                "markdown": "Neway's $11,200 package excludes cycle monitoring, medication, and anesthesia.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "newayfertility.com 1",
                "markdown": "[newayfertility.com 1 ](https://newayfertility.com/self-pay-packaging/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "8 direct",
                "markdown": "8 direct",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "newayfertility.com 1",
                "markdown": "[newayfertility.com 1 ](https://newayfertility.com/self-pay-packaging/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "IVF-05",
                "markdown": "`IVF-05`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "IVF",
                "markdown": "IVF",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Spring Fertility",
                "markdown": "Spring Fertility",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Higher package totals; some subsequent frozen-transfer costs may be separate",
                "markdown": "Higher package totals; some subsequent frozen-transfer costs may be separate",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "6 of 150",
                "markdown": "6 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "4%",
                "markdown": "4%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Partly supported or overstated",
                "markdown": "Partly supported or overstated",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Spring publishes separate pricing for some frozen embryo transfers, but the claim that its packages are more expensive was not based on like-for-like package scopes.",
                "markdown": "Spring publishes separate pricing for some frozen embryo transfers, but the claim that its packages are more expensive was not based on like-for-like package scopes.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "springfertility.com 1",
                "markdown": "[springfertility.com 1 ](https://springfertility.com/finance/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "4 direct; 1 ambiguous; 1 unsupported",
                "markdown": "4 direct; 1 ambiguous; 1 unsupported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "springfertility.com 1",
                "markdown": "[springfertility.com 1 ](https://springfertility.com/finance/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "IVF-06",
                "markdown": "`IVF-06`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "IVF",
                "markdown": "IVF",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "CCRM",
                "markdown": "CCRM",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Major costs may sit outside a published range",
                "markdown": "Major costs may sit outside a published range",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "5 of 150",
                "markdown": "5 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "3.3%",
                "markdown": "3.3%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Fully supported",
                "markdown": "Fully supported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "CCRM's listed IVF ranges exclude anesthesia, testing, medication, and storage.",
                "markdown": "CCRM's listed IVF ranges exclude anesthesia, testing, medication, and storage.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "ccrmivf.com 1",
                "markdown": "[ccrmivf.com 1 ](https://www.ccrmivf.com/become-a-patient/fertility-financing-options/ivf-cost/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "5 direct",
                "markdown": "5 direct",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "ccrmivf.com 1",
                "markdown": "[ccrmivf.com 1 ](https://www.ccrmivf.com/become-a-patient/fertility-financing-options/ivf-cost/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "IVF-07",
                "markdown": "`IVF-07`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "IVF",
                "markdown": "IVF",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "RMA of New York",
                "markdown": "RMA of New York",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Website highlighted older or 2021 SART figures",
                "markdown": "Website highlighted older or 2021 SART figures",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "4 of 150",
                "markdown": "4 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "2.7%",
                "markdown": "2.7%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Fully supported",
                "markdown": "Fully supported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "RMA's current marketing page highlights a final 2021 SART clinic report; that establishes the age of the marketing statistic, not a current comparative outcome.",
                "markdown": "RMA's current marketing page highlights a final 2021 SART clinic report; that establishes the age of the marketing statistic, not a current comparative outcome.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "rmany.com 1",
                "markdown": "[rmany.com 1 ](https://www.rmany.com/success-rates)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "3 direct; 1 linked unrelated RMA financial page",
                "markdown": "3 direct; 1 linked unrelated RMA financial page",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "rmany.com 1",
                "markdown": "[rmany.com 1 ](https://www.rmany.com/success-rates)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "IVF-08",
                "markdown": "`IVF-08`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "IVF",
                "markdown": "IVF",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "CCRM",
                "markdown": "CCRM",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Insurance participation described as narrower or limited",
                "markdown": "Insurance participation described as narrower or limited",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "5 of 150",
                "markdown": "5 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "3.3%",
                "markdown": "3.3%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Partly supported or overstated",
                "markdown": "Partly supported or overstated",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "CCRM lists seven insurance or fertility-benefit programs with exclusions and employer-specific notes; the answer did not establish a narrower network through a matched comparison.",
                "markdown": "CCRM lists seven insurance or fertility-benefit programs with exclusions and employer-specific notes; the answer did not establish a narrower network through a matched comparison.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "ccrmivf.com 1 sartcorsonline.com 2",
                "markdown": "[ccrmivf.com 1 ](https://www.ccrmivf.com/location/us/new-york/new-york-city/) [sartcorsonline.com 2 ](https://sartcorsonline.com/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "ambiguous or unsupported",
                "markdown": "ambiguous or unsupported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "ccrmivf.com 1",
                "markdown": "[ccrmivf.com 1 ](https://www.ccrmivf.com/location/us/new-york/new-york-city/ivf/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "IVF-09",
                "markdown": "`IVF-09`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "IVF",
                "markdown": "IVF",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "CCRM",
                "markdown": "CCRM",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Smaller SART samples make comparisons less certain",
                "markdown": "Smaller SART samples make comparisons less certain",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "3 of 150",
                "markdown": "3 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "2%",
                "markdown": "2%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Fully supported",
                "markdown": "Fully supported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "CCRM's age-group samples were smaller than Weill Cornell's in the compared 2024 SART data; smaller samples affect precision, not clinical quality.",
                "markdown": "CCRM's age-group samples were smaller than Weill Cornell's in the compared 2024 SART data; smaller samples affect precision, not clinical quality.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "sartcorsonline.com 1",
                "markdown": "[sartcorsonline.com 1 ](https://sartcorsonline.com/Csr/PublicSnapshotReport?ClinicPKID=2000059&reportingYear=2023)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "direct",
                "markdown": "direct",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "sartcorsonline.com 1 sartcorsonline.com 2",
                "markdown": "[sartcorsonline.com 1 ](https://sartcorsonline.com/Csr/Public?ClinicPKID=2000059&newReport=True&reportingYear=2024) [sartcorsonline.com 2 ](https://sartcorsonline.com/Csr/Public?ClinicPKID=1947&newReport=True&reportingYear=2024)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "IVF-10",
                "markdown": "`IVF-10`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "IVF",
                "markdown": "IVF",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Spring Fertility",
                "markdown": "Spring Fertility",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Smaller age-group SART samples than major academic programs",
                "markdown": "Smaller age-group SART samples than major academic programs",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "2 of 150",
                "markdown": "2 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "1.3%",
                "markdown": "1.3%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Fully supported",
                "markdown": "Fully supported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Spring's age-group samples were smaller than those of the compared academic program in preliminary 2024 SART data; smaller samples affect precision, not clinical quality.",
                "markdown": "Spring's age-group samples were smaller than those of the compared academic program in preliminary 2024 SART data; smaller samples affect precision, not clinical quality.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "sartcorsonline.com 1",
                "markdown": "[sartcorsonline.com 1 ](https://sartcorsonline.com/Csr/PublicSnapshotReport?ClinicPKID=2001123&reportingYear=2023)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "direct or contextual",
                "markdown": "direct or contextual",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "sartcorsonline.com 1 sartcorsonline.com 2",
                "markdown": "[sartcorsonline.com 1 ](https://sartcorsonline.com/Csr/Public?ClinicPKID=2001123&newReport=True&reportingYear=2024) [sartcorsonline.com 2 ](https://sartcorsonline.com/Csr/Public?ClinicPKID=1947&newReport=True&reportingYear=2024)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "IVF-11",
                "markdown": "`IVF-11`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "IVF",
                "markdown": "IVF",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Spring Fertility",
                "markdown": "Spring Fertility",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Substantial reported activity was fertility preservation rather than IVF treatment",
                "markdown": "Substantial reported activity was fertility preservation rather than IVF treatment",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "1 of 150",
                "markdown": "1 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "0.7%",
                "markdown": "0.7%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Fully supported",
                "markdown": "Fully supported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "In preliminary 2024 SART data, 1,102 of Spring's 1,897 reported cycles, or 58.1%, were in preservation-banking categories; this describes case mix, not treatment quality.",
                "markdown": "In preliminary 2024 SART data, 1,102 of Spring's 1,897 reported cycles, or 58.1%, were in preservation-banking categories; this describes case mix, not treatment quality.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "sartcorsonline.com 1",
                "markdown": "[sartcorsonline.com 1 ](https://www.sartcorsonline.com/rptCSR_PublicMultYear.aspx?ClinicPKID=2001123)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "direct",
                "markdown": "direct",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "sartcorsonline.com 1",
                "markdown": "[sartcorsonline.com 1 ](https://sartcorsonline.com/Csr/Public?ClinicPKID=2001123&newReport=True&reportingYear=2024)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "IVF-12",
                "markdown": "`IVF-12`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "IVF",
                "markdown": "IVF",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Open Fertility",
                "markdown": "Open Fertility",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "May be less suitable for unusually complex cases",
                "markdown": "May be less suitable for unusually complex cases",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "1 of 150",
                "markdown": "1 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "0.7%",
                "markdown": "0.7%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Partly supported or overstated",
                "markdown": "Partly supported or overstated",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Open describes a focus on straightforward cases and referral of specified services elsewhere; the original pricing source did not establish general unsuitability for complex patients.",
                "markdown": "Open describes a focus on straightforward cases and referral of specified services elsewhere; the original pricing source did not establish general unsuitability for complex patients.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "openfertility.com 1",
                "markdown": "[openfertility.com 1 ](https://openfertility.com/wp-content/uploads/2026/03/OpenFertility_Astoria_PricingSheet_2026-1.pdf)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "unsupported",
                "markdown": "unsupported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "openfertility.com 1",
                "markdown": "[openfertility.com 1 ](https://openfertility.com/affording-fertility-care/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "IVF-13",
                "markdown": "`IVF-13`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "IVF",
                "markdown": "IVF",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Open Fertility",
                "markdown": "Open Fertility",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Newer clinic-level outcome history should be compared carefully",
                "markdown": "Newer clinic-level outcome history should be compared carefully",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "1 of 150",
                "markdown": "1 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "0.7%",
                "markdown": "0.7%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Partly supported or overstated",
                "markdown": "Partly supported or overstated",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Open documents its first IVF pregnancy and Astoria expansion in 2025; the claim of insufficient outcome history lacked a defined benchmark.",
                "markdown": "Open documents its first IVF pregnancy and Astoria expansion in 2025; the claim of insufficient outcome history lacked a defined benchmark.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "openfertility.com 1",
                "markdown": "[openfertility.com 1 ](https://openfertility.com/affordability/pricing/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "unsupported",
                "markdown": "unsupported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "openfertility.com 1",
                "markdown": "[openfertility.com 1 ](https://openfertility.com/open-fertility-a-year-in-review/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "IVF-14",
                "markdown": "`IVF-14`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "IVF",
                "markdown": "IVF",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "CCRM",
                "markdown": "CCRM",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Toward the expensive end",
                "markdown": "Toward the expensive end",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "1 of 150",
                "markdown": "1 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "0.7%",
                "markdown": "0.7%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Partly supported or overstated",
                "markdown": "Partly supported or overstated",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "CCRM publishes a price range, but the phrase 'toward the expensive end' was not established with a like-for-like package comparison.",
                "markdown": "CCRM publishes a price range, but the phrase 'toward the expensive end' was not established with a like-for-like package comparison.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "ccrmivf.com 1",
                "markdown": "[ccrmivf.com 1 ](https://www.ccrmivf.com/location/us/new-york/new-york-city/ivf/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "price direct; comparative evaluation inferred",
                "markdown": "price direct; comparative evaluation inferred",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "ccrmivf.com 1",
                "markdown": "[ccrmivf.com 1 ](https://www.ccrmivf.com/location/us/new-york/new-york-city/ivf/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "IVF-15",
                "markdown": "`IVF-15`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "IVF",
                "markdown": "IVF",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Columbia University Fertility Center",
                "markdown": "Columbia University Fertility Center",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Published prices described as limited",
                "markdown": "Published prices described as limited",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "1 of 150",
                "markdown": "1 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "0.7%",
                "markdown": "0.7%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Partly supported or overstated",
                "markdown": "Partly supported or overstated",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Columbia's standard-IVF financial page does not publish one per-cycle amount; that does not establish that Columbia publishes no prices at all.",
                "markdown": "Columbia's standard-IVF financial page does not publish one per-cycle amount; that does not establish that Columbia publishes no prices at all.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "columbiadoctors.org 1",
                "markdown": "[columbiadoctors.org 1 ](https://www.columbiadoctors.org/specialties/obstetrics-gynecology/our-services/columbia-university-fertility-center)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "ambiguous",
                "markdown": "ambiguous",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "columbiadoctors.org 1",
                "markdown": "[columbiadoctors.org 1 ](https://www.columbiadoctors.org/specialties/obstetrics-gynecology/our-services/columbia-university-fertility-center/patients/financial-information)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "IVF-16",
                "markdown": "`IVF-16`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "IVF",
                "markdown": "IVF",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Chelsea Fertility",
                "markdown": "Chelsea Fertility",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Natural-cycle price not comparable with standard stimulation; several items may be separate",
                "markdown": "Natural-cycle price not comparable with standard stimulation; several items may be separate",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "3 of 150",
                "markdown": "3 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "2%",
                "markdown": "2%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Partly supported or overstated",
                "markdown": "Partly supported or overstated",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Chelsea publishes separate fees and different protocols; the general statement that its prices are incomparable was an analytical judgment, and some amounts in the saved answers were no longer current on the check date.",
                "markdown": "Chelsea publishes separate fees and different protocols; the general statement that its prices are incomparable was an analytical judgment, and some amounts in the saved answers were no longer current on the check date.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "chelseafertilitynyc.com 1 chelseafertilitynyc.com 2",
                "markdown": "[chelseafertilitynyc.com 1 ](https://www.chelseafertilitynyc.com/financial/ivf-iui-price) [chelseafertilitynyc.com 2 ](https://www.chelseafertilitynyc.com/faq/cost-insurance)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "3 direct",
                "markdown": "3 direct",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "chelseafertilitynyc.com 1",
                "markdown": "[chelseafertilitynyc.com 1 ](https://www.chelseafertilitynyc.com/faq/cost-insurance)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "IVF-17",
                "markdown": "`IVF-17`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "IVF",
                "markdown": "IVF",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Kindbody",
                "markdown": "Kindbody",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Medication excluded from $12,500 cycle price",
                "markdown": "Medication excluded from $12,500 cycle price",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "1 of 150",
                "markdown": "1 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "0.7%",
                "markdown": "0.7%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Fully supported",
                "markdown": "Fully supported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "One Kindbody page listed $12,500 and the FAQ excluded medication; another current page showed a different base price.",
                "markdown": "One Kindbody page listed $12,500 and the FAQ excluded medication; another current page showed a different base price.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "kindbody.com 1",
                "markdown": "[kindbody.com 1 ](https://kindbody.com/ivf-care/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "direct",
                "markdown": "direct",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "kindbody.com 1 kindbody.com 2",
                "markdown": "[kindbody.com 1 ](https://kindbody.com/ivf-care/) [kindbody.com 2 ](https://kindbody.com/faq/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "IVF-18",
                "markdown": "`IVF-18`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "IVF",
                "markdown": "IVF",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "NYU Reproductive Specialists",
                "markdown": "NYU Reproductive Specialists",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Medication and some laboratory fees are additional",
                "markdown": "Medication and some laboratory fees are additional",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "1 of 150",
                "markdown": "1 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "0.7%",
                "markdown": "0.7%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Fully supported",
                "markdown": "Fully supported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "RSNY lists additional laboratory fees and excludes medications and other services from the package.",
                "markdown": "RSNY lists additional laboratory fees and excludes medications and other services from the package.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "fertilityrsny.org 1",
                "markdown": "[fertilityrsny.org 1 ](https://www.fertilityrsny.org/fertility-finance-cost?tag=PGT-SR)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "direct",
                "markdown": "direct",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "fertilityrsny.org 1",
                "markdown": "[fertilityrsny.org 1 ](https://www.fertilityrsny.org/fertility-finance-cost?tag=PGT-SR)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "IVF-19",
                "markdown": "`IVF-19`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "IVF",
                "markdown": "IVF",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Extend Fertility",
                "markdown": "Extend Fertility",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Verify whether the package is infertility treatment or egg freezing and which laboratory services are included",
                "markdown": "Verify whether the package is infertility treatment or egg freezing and which laboratory services are included",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "1 of 150",
                "markdown": "1 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "0.7%",
                "markdown": "0.7%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Not supported",
                "markdown": "Not supported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Extend's current Infertility & IVF page clearly separates IVF from egg freezing and itemizes included and separately priced services; the claimed package ambiguity was not supported.",
                "markdown": "Extend's current Infertility & IVF page clearly separates IVF from egg freezing and itemizes included and separately priced services; the claimed package ambiguity was not supported.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "extendfertility.com 1",
                "markdown": "[extendfertility.com 1 ](https://extendfertility.com/services/infertility-and-ivf/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "recommendation or inference",
                "markdown": "recommendation or inference",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "extendfertility.com 1",
                "markdown": "[extendfertility.com 1 ](https://extendfertility.com/services/infertility-and-ivf/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "DENTAL-01",
                "markdown": "`DENTAL-01`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Full-arch dental implants",
                "markdown": "Full-arch dental implants",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Columbia Dental Implant Center / Columbia clinics",
                "markdown": "Columbia Dental Implant Center / Columbia clinics",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Teaching-clinic care may take longer or require more visits; residents, eligibility, and workflow should be confirmed",
                "markdown": "Teaching-clinic care may take longer or require more visits; residents, eligibility, and workflow should be confirmed",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "58 of 150",
                "markdown": "58 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "38.7%",
                "markdown": "38.7%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Partly supported or overstated",
                "markdown": "Partly supported or overstated",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Columbia documents screening followed by a comprehensive evaluation; the checked page does not state that care is slower, performed by residents, or requires more visits.",
                "markdown": "Columbia documents screening followed by a comprehensive evaluation; the checked page does not state that care is slower, performed by residents, or requires more visits.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "dental.columbia.edu 1",
                "markdown": "[dental.columbia.edu 1 ](https://www.dental.columbia.edu/teaching-clinics/implant-center)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "teaching format direct; slower-care implication inferred",
                "markdown": "teaching format direct; slower-care implication inferred",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "dental.columbia.edu 1",
                "markdown": "[dental.columbia.edu 1 ](https://www.dental.columbia.edu/teaching-clinics/implant-center)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "DENTAL-02",
                "markdown": "`DENTAL-02`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Full-arch dental implants",
                "markdown": "Full-arch dental implants",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Manhattan Arch Implant Center / Collective",
                "markdown": "Manhattan Arch Implant Center / Collective",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Starting price may not fully clarify final bridge material, grafting, extractions, revisions, or maintenance",
                "markdown": "Starting price may not fully clarify final bridge material, grafting, extractions, revisions, or maintenance",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "50 of 150",
                "markdown": "50 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "33.3%",
                "markdown": "33.3%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Fully supported",
                "markdown": "Fully supported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "The offer expressly includes the procedure, general anesthesia, and same-day teeth, but it does not tie the final prosthesis and other listed elements to the starting price.",
                "markdown": "The offer expressly includes the procedure, general anesthesia, and same-day teeth, but it does not tie the final prosthesis and other listed elements to the starting price.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "myperfectsmile.manhattanarchcollective.com 1 manhattanarchimplantcenter.com 2",
                "markdown": "[myperfectsmile.manhattanarchcollective.com 1 ](https://myperfectsmile.manhattanarchcollective.com/) [manhattanarchimplantcenter.com 2 ](https://manhattanarchimplantcenter.com/meet-the-doctors/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "first-party context direct; completeness concern inferred",
                "markdown": "first-party context direct; completeness concern inferred",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "myperfectsmile.manhattanarchcollective.com 1",
                "markdown": "[myperfectsmile.manhattanarchcollective.com 1 ](https://myperfectsmile.manhattanarchcollective.com/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "DENTAL-03",
                "markdown": "`DENTAL-03`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Full-arch dental implants",
                "markdown": "Full-arch dental implants",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "NY Smile Clinic / Bayside Dental Arts",
                "markdown": "NY Smile Clinic / Bayside Dental Arts",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Grafting excluded; one price may omit final prosthesis; some answers questioned displayed specialty credentials",
                "markdown": "Grafting excluded; one price may omit final prosthesis; some answers questioned displayed specialty credentials",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "19 of 150",
                "markdown": "19 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "12.7%",
                "markdown": "12.7%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Partly supported or overstated",
                "markdown": "Partly supported or overstated",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "The PMMA package excludes grafting and adds a charge for the final prosthesis; absence of a specialty title on the page does not establish lack of qualifications.",
                "markdown": "The PMMA package excludes grafting and adds a charge for the final prosthesis; absence of a specialty title on the page does not establish lack of qualifications.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "nysmileclinic.com 1",
                "markdown": "[nysmileclinic.com 1 ](https://nysmileclinic.com/all-on-4-dental-implants-nyc/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "price and exclusions direct; credentials partly inferred",
                "markdown": "price and exclusions direct; credentials partly inferred",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "nysmileclinic.com 1",
                "markdown": "[nysmileclinic.com 1 ](https://nysmileclinic.com/all-on-4-dental-implants-nyc/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "DENTAL-04",
                "markdown": "`DENTAL-04`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Full-arch dental implants",
                "markdown": "Full-arch dental implants",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "SmartArches NYC",
                "markdown": "SmartArches NYC",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Monthly payment shown without cash price, term, APR, or total financed cost",
                "markdown": "Monthly payment shown without cash price, term, APR, or total financed cost",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "16 of 150",
                "markdown": "16 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "10.7%",
                "markdown": "10.7%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Fully supported",
                "markdown": "Fully supported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "The page shows a monthly payment but not the cash price, term, APR, or total financed amount.",
                "markdown": "The page shows a monthly payment but not the cash price, term, APR, or total financed amount.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "nyc.smartarchesdental.com 1",
                "markdown": "[nyc.smartarchesdental.com 1 ](https://nyc.smartarchesdental.com/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "direct observation of omissions",
                "markdown": "direct observation of omissions",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "nyc.smartarchesdental.com 1",
                "markdown": "[nyc.smartarchesdental.com 1 ](https://nyc.smartarchesdental.com/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "DENTAL-05",
                "markdown": "`DENTAL-05`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Full-arch dental implants",
                "markdown": "Full-arch dental implants",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Central Park Oral Surgery",
                "markdown": "Central Park Oral Surgery",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Unclear who designs, delivers, and warrants final bridge or whether restorative work is separate",
                "markdown": "Unclear who designs, delivers, and warrants final bridge or whether restorative work is separate",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "16 of 150",
                "markdown": "16 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "10.7%",
                "markdown": "10.7%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Fully supported",
                "markdown": "Fully supported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "The page describes coordination with a restorative dentist but does not state whether the final-restoration fee is included or which provider warrants it.",
                "markdown": "The page describes coordination with a restorative dentist but does not state whether the final-restoration fee is included or which provider warrants it.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "centralparkoralsurgery.nyc 1",
                "markdown": "[centralparkoralsurgery.nyc 1 ](https://centralparkoralsurgery.nyc/dental-implants-near-manhattan/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "coordination direct; consequences inferred",
                "markdown": "coordination direct; consequences inferred",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "centralparkoralsurgery.nyc 1",
                "markdown": "[centralparkoralsurgery.nyc 1 ](https://centralparkoralsurgery.nyc/dental-implants-near-manhattan/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "DENTAL-06",
                "markdown": "`DENTAL-06`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Full-arch dental implants",
                "markdown": "Full-arch dental implants",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Central Park Oral Surgery",
                "markdown": "Central Park Oral Surgery",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Pages described as showing inconsistent $15,000-$30,000 and $20,000-$35,000 ranges",
                "markdown": "Pages described as showing inconsistent $15,000-$30,000 and $20,000-$35,000 ranges",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "1 of 150",
                "markdown": "1 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "0.7%",
                "markdown": "0.7%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Fully supported",
                "markdown": "Fully supported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Two official pages show $15,000-$30,000 and $20,000-$35,000 ranges under overlapping but nonidentical scope labels.",
                "markdown": "Two official pages show $15,000-$30,000 and $20,000-$35,000 ranges under overlapping but nonidentical scope labels.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "centralparkoralsurgery.nyc 1",
                "markdown": "[centralparkoralsurgery.nyc 1 ](https://centralparkoralsurgery.nyc/dental-implants-near-manhattan/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "only one compared page visible in answer",
                "markdown": "only one compared page visible in answer",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "centralparkoralsurgery.nyc 1 centralparkoralsurgery.nyc 2",
                "markdown": "[centralparkoralsurgery.nyc 1 ](https://centralparkoralsurgery.nyc/dental-implants-near-manhattan/) [centralparkoralsurgery.nyc 2 ](https://centralparkoralsurgery.nyc/same-day-dental-implants-nyc/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "DENTAL-07",
                "markdown": "`DENTAL-07`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Full-arch dental implants",
                "markdown": "Full-arch dental implants",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "All-on-Four Dental Implant Centers",
                "markdown": "All-on-Four Dental Implant Centers",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "First-phase price plus separately priced final bridge produces higher total; clinician identity sometimes unclear",
                "markdown": "First-phase price plus separately priced final bridge produces higher total; clinician identity sometimes unclear",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "12 of 150",
                "markdown": "12 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "8%",
                "markdown": "8%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Fully supported",
                "markdown": "Fully supported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Two first-party pricing pages conflict on first-phase and final-bridge pricing, leaving the full total unclear.",
                "markdown": "Two first-party pricing pages conflict on first-phase and final-bridge pricing, leaving the full total unclear.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "allonfour.com 1 allonfour.com 2",
                "markdown": "[allonfour.com 1 ](https://allonfour.com/all-on-four-dental-implants-new-york/) [allonfour.com 2 ](https://allonfour.com/our-pricing/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "direct comparison of first-party pages",
                "markdown": "direct comparison of first-party pages",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "allonfour.com 1 allonfour.com 2",
                "markdown": "[allonfour.com 1 ](https://allonfour.com/all-on-four-dental-implants-new-york/) [allonfour.com 2 ](https://allonfour.com/our-pricing/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "DENTAL-08",
                "markdown": "`DENTAL-08`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Full-arch dental implants",
                "markdown": "Full-arch dental implants",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "ClearChoice LIC / Brooklyn",
                "markdown": "ClearChoice LIC / Brooklyn",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Warranty excludes some failure modes; LIC does not accept direct insurance payment",
                "markdown": "Warranty excludes some failure modes; LIC does not accept direct insurance payment",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "8 of 150",
                "markdown": "8 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "5.3%",
                "markdown": "5.3%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Fully supported",
                "markdown": "Fully supported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "ClearChoice limits the warranty to cracks or breaks in the zirconia arch and excludes implant-integration complications and ordinary wear; the LIC page also states that it does not accept direct insurance payment.",
                "markdown": "ClearChoice limits the warranty to cracks or breaks in the zirconia arch and excludes implant-integration complications and ordinary wear; the LIC page also states that it does not accept direct insurance payment.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "clearchoice.com 1 clearchoice.com 2",
                "markdown": "[clearchoice.com 1 ](https://www.clearchoice.com/locations/ny/long-island-city/22-15-43rd-ave/) [clearchoice.com 2 ](https://www.clearchoice.com/dental-implant-financing-and-costs/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "direct with warranty page; otherwise ambiguous",
                "markdown": "direct with warranty page; otherwise ambiguous",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "clearchoice.com 1 clearchoice.com 2",
                "markdown": "[clearchoice.com 1 ](https://www.clearchoice.com/locations/ny/long-island-city/22-15-43rd-ave/) [clearchoice.com 2 ](https://www.clearchoice.com/dental-implant-financing-and-costs/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "DENTAL-09",
                "markdown": "`DENTAL-09`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Full-arch dental implants",
                "markdown": "Full-arch dental implants",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "AL Dental Studio",
                "markdown": "AL Dental Studio",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Low starting price may not itemize final material, anesthesia, extraction, grafting, or operating clinician",
                "markdown": "Low starting price may not itemize final material, anesthesia, extraction, grafting, or operating clinician",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "6 of 150",
                "markdown": "6 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "4%",
                "markdown": "4%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Fully supported",
                "markdown": "Fully supported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "The current offer cards do not itemize final material, anesthesia, extraction, grafting, or the named operator; this establishes an omission, not an exclusion.",
                "markdown": "The current offer cards do not itemize final material, anesthesia, extraction, grafting, or the named operator; this establishes an omission, not an exclusion.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "consultation.aldentalstudio.com 1",
                "markdown": "[consultation.aldentalstudio.com 1 ](https://consultation.aldentalstudio.com/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "offer direct; completeness and credentials inferred",
                "markdown": "offer direct; completeness and credentials inferred",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "consultation.aldentalstudio.com 1",
                "markdown": "[consultation.aldentalstudio.com 1 ](https://consultation.aldentalstudio.com/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "DENTAL-10",
                "markdown": "`DENTAL-10`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Full-arch dental implants",
                "markdown": "Full-arch dental implants",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Centre Dental",
                "markdown": "Centre Dental",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "No public package price; one answer says dentist not presented as prosthodontist or oral surgeon",
                "markdown": "No public package price; one answer says dentist not presented as prosthodontist or oral surgeon",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "6 of 150",
                "markdown": "6 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "4%",
                "markdown": "4%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Partly supported or overstated",
                "markdown": "Partly supported or overstated",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "No public package price was found. The pages disclose a one-clinician workflow and training; absence of a specialist title does not establish insufficient qualifications.",
                "markdown": "No public package price was found. The pages disclose a one-clinician workflow and training; absence of a specialist title does not establish insufficient qualifications.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "centredent.com 1",
                "markdown": "[centredent.com 1 ](https://centredent.com/services/all-on-4-nyc/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "absence-based inference",
                "markdown": "absence-based inference",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "centredent.com 1 centredent.com 2",
                "markdown": "[centredent.com 1 ](https://centredent.com/services/all-on-4-nyc/) [centredent.com 2 ](https://centredent.com/team/dr-john-shi/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "DENTAL-11",
                "markdown": "`DENTAL-11`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Full-arch dental implants",
                "markdown": "Full-arch dental implants",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "SDNY",
                "markdown": "SDNY",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "No public package price; premium pricing expected",
                "markdown": "No public package price; premium pricing expected",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "6 of 150",
                "markdown": "6 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "4%",
                "markdown": "4%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Partly supported or overstated",
                "markdown": "Partly supported or overstated",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "No public full-arch package price was found; the expectation of premium pricing was not supported by published pricing.",
                "markdown": "No public full-arch package price was found; the expectation of premium pricing was not supported by published pricing.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "sdnydental.com 1",
                "markdown": "[sdnydental.com 1 ](https://www.sdnydental.com/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "premium inference unsupported",
                "markdown": "premium inference unsupported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "sdnydental.com 1",
                "markdown": "[sdnydental.com 1 ](https://www.sdnydental.com/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "DENTAL-12",
                "markdown": "`DENTAL-12`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Full-arch dental implants",
                "markdown": "Full-arch dental implants",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "NYU College of Dentistry",
                "markdown": "NYU College of Dentistry",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Treatment may take longer; eligibility or availability may be limited",
                "markdown": "Treatment may take longer; eligibility or availability may be limited",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "5 of 150",
                "markdown": "5 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "3.3%",
                "markdown": "3.3%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Unverifiable",
                "markdown": "Unverifiable",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "The identified primary page was unavailable on the check date, so timeline, acceptance, and provider level could not be verified.",
                "markdown": "The identified primary page was unavailable on the check date, so timeline, acceptance, and provider level could not be verified.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "dental.nyu.edu 1",
                "markdown": "[dental.nyu.edu 1 ](https://dental.nyu.edu/patientcare)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "mostly inferred",
                "markdown": "mostly inferred",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "dental.nyu.edu 1",
                "markdown": "[dental.nyu.edu 1 ](https://dental.nyu.edu/patientcare)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "DENTAL-13",
                "markdown": "`DENTAL-13`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Full-arch dental implants",
                "markdown": "Full-arch dental implants",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "172 NYC Dental",
                "markdown": "172 NYC Dental",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Low price floor; final bridge, sedation, extraction, grafting, or credentials may be unclear",
                "markdown": "Low price floor; final bridge, sedation, extraction, grafting, or credentials may be unclear",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "3 of 150",
                "markdown": "3 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "2%",
                "markdown": "2%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Fully supported",
                "markdown": "Fully supported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "The page combines All-on-4 and implant-denture language and does not itemize the package scope; this establishes ambiguity, not exclusion.",
                "markdown": "The page combines All-on-4 and implant-denture language and does not itemize the package scope; this establishes ambiguity, not exclusion.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "172nycdental.com 1",
                "markdown": "[172nycdental.com 1 ](https://172nycdental.com/services/implant-dentistry/all-on-4-dental-implants-dentures/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "first-party page direct; completeness inferred",
                "markdown": "first-party page direct; completeness inferred",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "172nycdental.com 1",
                "markdown": "[172nycdental.com 1 ](https://172nycdental.com/services/implant-dentistry/all-on-4-dental-implants-dentures/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "DENTAL-14",
                "markdown": "`DENTAL-14`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Full-arch dental implants",
                "markdown": "Full-arch dental implants",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "NYC Dental Implants Center",
                "markdown": "NYC Dental Implants Center",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Implant-installation wording may not establish whether final bridge is included",
                "markdown": "Implant-installation wording may not establish whether final bridge is included",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "2 of 150",
                "markdown": "2 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "1.3%",
                "markdown": "1.3%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Fully supported",
                "markdown": "Fully supported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "The page lists $15,000-$18,000 as the cost of implant installation but does not tie the final zirconia prosthesis to that estimate.",
                "markdown": "The page lists $15,000-$18,000 as the cost of implant installation but does not tie the final zirconia prosthesis to that estimate.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "nycdentalimplantscenter.com 1",
                "markdown": "[nycdentalimplantscenter.com 1 ](https://www.nycdentalimplantscenter.com/all-on-four-procedure-replace-denture-with-fixed-arch-teeth/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "direct ambiguity",
                "markdown": "direct ambiguity",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "nycdentalimplantscenter.com 1",
                "markdown": "[nycdentalimplantscenter.com 1 ](https://www.nycdentalimplantscenter.com/all-on-four-procedure-replace-denture-with-fixed-arch-teeth/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "DENTAL-15",
                "markdown": "`DENTAL-15`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Full-arch dental implants",
                "markdown": "Full-arch dental implants",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Manhattan Arch",
                "markdown": "Manhattan Arch",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Branding described as relatively new; case volume and long-term outcomes should be checked",
                "markdown": "Branding described as relatively new; case volume and long-term outcomes should be checked",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "2 of 150",
                "markdown": "2 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "1.3%",
                "markdown": "1.3%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Not supported",
                "markdown": "Not supported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "The checked team and offer pages did not establish a launch date, relative newness, lower case volume, or weaker long-term outcomes.",
                "markdown": "The checked team and offer pages did not establish a launch date, relative newness, lower case volume, or weaker long-term outcomes.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "manhattanarchimplantcenter.com 1",
                "markdown": "[manhattanarchimplantcenter.com 1 ](https://manhattanarchimplantcenter.com/meet-the-doctors/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "unsupported inference",
                "markdown": "unsupported inference",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "manhattanarchimplantcenter.com 1",
                "markdown": "[manhattanarchimplantcenter.com 1 ](https://manhattanarchimplantcenter.com/meet-the-doctors/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "DENTAL-16",
                "markdown": "`DENTAL-16`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Full-arch dental implants",
                "markdown": "Full-arch dental implants",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "NYC Prosthodontics",
                "markdown": "NYC Prosthodontics",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Likely premium; surgery may involve a collaborating specialist",
                "markdown": "Likely premium; surgery may involve a collaborating specialist",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "2 of 150",
                "markdown": "2 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "1.3%",
                "markdown": "1.3%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Partly supported or overstated",
                "markdown": "Partly supported or overstated",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "A collaborating surgeon and in-house laboratory were documented; the 'likely premium' price inference was not supported by a published package price.",
                "markdown": "A collaborating surgeon and in-house laboratory were documented; the 'likely premium' price inference was not supported by a published package price.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "nycpros.com 1 nycpros.com 2",
                "markdown": "[nycpros.com 1 ](https://nycpros.com/what-we-do/reconstructive/) [nycpros.com 2 ](https://nycpros.com/in-house-lab/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "organization partly supported; premium inference unsupported",
                "markdown": "organization partly supported; premium inference unsupported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "nycpros.com 1 nycpros.com 2",
                "markdown": "[nycpros.com 1 ](https://nycpros.com/what-we-do/reconstructive/) [nycpros.com 2 ](https://nycpros.com/in-house-lab/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "DENTAL-17",
                "markdown": "`DENTAL-17`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Full-arch dental implants",
                "markdown": "Full-arch dental implants",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "One Manhattan Dental",
                "markdown": "One Manhattan Dental",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Likely premium without a published package price",
                "markdown": "Likely premium without a published package price",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "1 of 150",
                "markdown": "1 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "0.7%",
                "markdown": "0.7%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Partly supported or overstated",
                "markdown": "Partly supported or overstated",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "No public package price was found; the 'likely premium' price inference was not supported by published pricing.",
                "markdown": "No public package price was found; the 'likely premium' price inference was not supported by published pricing.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "onemanhattandental.com 1",
                "markdown": "[onemanhattandental.com 1 ](https://onemanhattandental.com/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "unsupported price inference",
                "markdown": "unsupported price inference",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "onemanhattandental.com 1",
                "markdown": "[onemanhattandental.com 1 ](https://onemanhattandental.com/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "DENTAL-18",
                "markdown": "`DENTAL-18`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Full-arch dental implants",
                "markdown": "Full-arch dental implants",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Mazen Natour",
                "markdown": "Mazen Natour",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Likely premium without a published package price",
                "markdown": "Likely premium without a published package price",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "1 of 150",
                "markdown": "1 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "0.7%",
                "markdown": "0.7%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Partly supported or overstated",
                "markdown": "Partly supported or overstated",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "No public package price was found; the 'likely premium' price inference was not supported by published pricing.",
                "markdown": "No public package price was found; the 'likely premium' price inference was not supported by published pricing.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "natourdmd.com 1",
                "markdown": "[natourdmd.com 1 ](https://natourdmd.com/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "unsupported price inference",
                "markdown": "unsupported price inference",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "natourdmd.com 1",
                "markdown": "[natourdmd.com 1 ](https://natourdmd.com/)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "BARIATRIC-01",
                "markdown": "`BARIATRIC-01`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Bariatric surgery",
                "markdown": "Bariatric surgery",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Bellevue",
                "markdown": "Bellevue",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Reported 2024 complication rate 1.4%, readmission rate 2%, and reoperation rate 0.4%",
                "markdown": "Reported 2024 complication rate 1.4%, readmission rate 2%, and reoperation rate 0.4%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "4 of 150",
                "markdown": "4 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "2.7%",
                "markdown": "2.7%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Fully supported",
                "markdown": "Fully supported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Bellevue's official program document reports the exact 2024 rates; these are program-reported MBSAQIP data, not a cross-clinic quality ranking.",
                "markdown": "Bellevue's official program document reports the exact 2024 rates; these are program-reported MBSAQIP data, not a cross-clinic quality ranking.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "nychealthandhospitals.org 1 hhinternet.blob.core.windows.net 2",
                "markdown": "[nychealthandhospitals.org 1 ](https://www.nychealthandhospitals.org/bellevue/services/bariatric-surgery-weight-management/) [hhinternet.blob.core.windows.net 2 ](https://hhinternet.blob.core.windows.net/uploads/2025/09/bellevue-bariatric-surgery-survey-program-data-english-spanish.pdf)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "4 direct; framed as transparency rather than poor quality",
                "markdown": "4 direct; framed as transparency rather than poor quality",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "nychealthandhospitals.org 1 hhinternet.blob.core.windows.net 2",
                "markdown": "[nychealthandhospitals.org 1 ](https://www.nychealthandhospitals.org/bellevue/services/bariatric-surgery-weight-management/) [hhinternet.blob.core.windows.net 2 ](https://hhinternet.blob.core.windows.net/uploads/2025/09/bellevue-bariatric-surgery-survey-program-data-english-spanish.pdf)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "BARIATRIC-02",
                "markdown": "`BARIATRIC-02`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Bariatric surgery",
                "markdown": "Bariatric surgery",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Mount Sinai / Montefiore / Northwell",
                "markdown": "Mount Sinai / Montefiore / Northwell",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Higher union-plan payments of approximately $47,000, $52,000, and $73,000",
                "markdown": "Higher union-plan payments of approximately $47,000, $52,000, and $73,000",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "5 of 150",
                "markdown": "5 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "3.3%",
                "markdown": "3.3%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Partly supported or overstated",
                "markdown": "Partly supported or overstated",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "A New York City Council filing reports plan-specific historical 32BJ average episode payments for 2022-2024; they are not cash prices, list prices, universal rates, or patient out-of-pocket amounts.",
                "markdown": "A New York City Council filing reports plan-specific historical 32BJ average episode payments for 2022-2024; they are not cash prices, list prices, universal rates, or patient out-of-pocket amounts.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "legistar.council.nyc.gov 1 legistar.council.nyc.gov 2",
                "markdown": "[legistar.council.nyc.gov 1 ](https://legistar.council.nyc.gov/View.ashx?G=2FD004F1-D85B-4588-A648-0A736C77D6E3&GUID=2E7660FC-FE43-46CC-A073-DD718780D032&ID=15376317&M=F) [legistar.council.nyc.gov 2 ](https://legistar.council.nyc.gov/View.ashx?G=2FD004F1-D85B-4588-A648-0A736C77D6E3&GUID=CD2AED2D-C22C-4710-B1C0-EB88ADB00002&ID=15376318&M=F)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "3 direct; 2 unsupported",
                "markdown": "3 direct; 2 unsupported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "legistar.council.nyc.gov 1",
                "markdown": "[legistar.council.nyc.gov 1 ](https://legistar.council.nyc.gov/View.ashx?G=2FD004F1-D85B-4588-A648-0A736C77D6E3&GUID=2E7660FC-FE43-46CC-A073-DD718780D032&ID=15376317&M=F)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "BARIATRIC-03",
                "markdown": "`BARIATRIC-03`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Bariatric surgery",
                "markdown": "Bariatric surgery",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "NYP Columbia / Weill Cornell",
                "markdown": "NYP Columbia / Weill Cornell",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "High published or negotiated hospital prices, including $78,106 and ranges around $58,000-$80,000",
                "markdown": "High published or negotiated hospital prices, including $78,106 and ranges around $58,000-$80,000",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "5 of 150",
                "markdown": "5 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "3.3%",
                "markdown": "3.3%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Stale",
                "markdown": "Stale",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "A March 2025 New York City health department report lists historical 2024 facility and contracted rates; they were not current quotes or patient out-of-pocket amounts on the check date.",
                "markdown": "A March 2025 New York City health department report lists historical 2024 facility and contracted rates; they were not current quotes or patient out-of-pocket amounts on the check date.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "nyc.gov 1 a860-gpp.nyc.gov 2 nyc.gov 3",
                "markdown": "[nyc.gov 1 ](https://www.nyc.gov/assets/doh/downloads/pdf/about/local-law-78-healthcare-accountability-report.pdf) [a860-gpp.nyc.gov 2 ](https://a860-gpp.nyc.gov/downloads/cf95jg47f?locale=en) [nyc.gov 3 ](https://www.nyc.gov/site/doh/services/health-care-price-comparison-tool.page)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "4 direct; 1 inference",
                "markdown": "4 direct; 1 inference",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "nyc.gov 1",
                "markdown": "[nyc.gov 1 ](https://www.nyc.gov/assets/doh/downloads/pdf/about/local-law-78-healthcare-accountability-report.pdf)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "BARIATRIC-04",
                "markdown": "`BARIATRIC-04`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Bariatric surgery",
                "markdown": "Bariatric surgery",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "NYU",
                "markdown": "NYU",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Separate nonrefundable $335 nutrition-program fee",
                "markdown": "Separate nonrefundable $335 nutrition-program fee",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "3 of 150",
                "markdown": "3 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "2%",
                "markdown": "2%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Stale",
                "markdown": "Stale",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "An official 2021 NYU packet lists a nonrefundable $335 program fee and states that the fee is subject to change; the current page checked on August 29, 2026 did not confirm that amount.",
                "markdown": "An official 2021 NYU packet lists a nonrefundable $335 program fee and states that the fee is subject to change; the current page checked on August 29, 2026 did not confirm that amount.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "nyulangone.org 1",
                "markdown": "[nyulangone.org 1 ](https://nyulangone.org/files/weight-management-information-2021.pdf)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "1 direct; 2 unsupported",
                "markdown": "1 direct; 2 unsupported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "nyulangone.org 1 nyulangone.org 2",
                "markdown": "[nyulangone.org 1 ](https://nyulangone.org/files/weight-management-information-2021.pdf) [nyulangone.org 2 ](https://nyulangone.org/care-services/weight-management-program/surgical-weight-loss/payment-insurance-coverage-for-weight-loss-surgery)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "BARIATRIC-05",
                "markdown": "`BARIATRIC-05`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Bariatric surgery",
                "markdown": "Bariatric surgery",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "NewYork-Presbyterian",
                "markdown": "NewYork-Presbyterian",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Published standard charge is not patient's actual out-of-pocket amount",
                "markdown": "Published standard charge is not patient's actual out-of-pocket amount",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "1 of 150",
                "markdown": "1 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "0.7%",
                "markdown": "0.7%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Fully supported",
                "markdown": "Fully supported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "NewYork-Presbyterian states that standard charges are not insurer payments or actual patient out-of-pocket amounts and may exclude professional services.",
                "markdown": "NewYork-Presbyterian states that standard charges are not insurer payments or actual patient out-of-pocket amounts and may exclude professional services.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "nyp.org 1",
                "markdown": "[nyp.org 1 ](https://www.nyp.org/patients-visitors/paying-for-care/hospital-price-transparency)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "direct; interpretive caution, not criticism",
                "markdown": "direct; interpretive caution, not criticism",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "nyp.org 1",
                "markdown": "[nyp.org 1 ](https://www.nyp.org/patients-visitors/paying-for-care/hospital-price-transparency)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          },
          {
            "cells": [
              {
                "text": "BARIATRIC-06",
                "markdown": "`BARIATRIC-06`",
                "header": true,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Bariatric surgery",
                "markdown": "Bariatric surgery",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Mount Sinai / NYU",
                "markdown": "Mount Sinai / NYU",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Historical commercial episode prices of $42,157 and $52,980",
                "markdown": "Historical commercial episode prices of $42,157 and $52,980",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "1 of 150",
                "markdown": "1 of 150",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "0.7%",
                "markdown": "0.7%",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "Fully supported",
                "markdown": "Fully supported",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "A 32BJ report lists historical 2019-2021 plan-specific episode prices of $42,157 at Mount Sinai and $52,980 at NYU; they are not current quotes or individual patient responsibility.",
                "markdown": "A 32BJ report lists historical 2019-2021 plan-specific episode prices of $42,157 at Mount Sinai and $52,980 at NYU; they are not current quotes or individual patient responsibility.",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "32bjhealthinsights.org 1",
                "markdown": "[32bjhealthinsights.org 1 ](https://32bjhealthinsights.org/wp-content/uploads/2022/12/HospitalPrices_screen-pages-final.pdf)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "direct",
                "markdown": "direct",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "32bjhealthinsights.org 1",
                "markdown": "[32bjhealthinsights.org 1 ](https://32bjhealthinsights.org/wp-content/uploads/2022/12/HospitalPrices_screen-pages-final.pdf)",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              },
              {
                "text": "August 29, 2026",
                "markdown": "August 29, 2026",
                "header": false,
                "colSpan": 1,
                "rowSpan": 1
              }
            ]
          }
        ]
      }
    ],
    "links": [
      {
        "text": "Read the findings",
        "url": "https://rotgar.com/medical/resources/chatgpt-clinic-caveats-fact-check#answer",
        "kind": "internal",
        "download": false
      },
      {
        "text": "Download the data",
        "url": "https://rotgar.com/medical/resources/chatgpt-clinic-caveats-fact-check#downloads",
        "kind": "internal",
        "download": false
      },
      {
        "text": "the original 450-answer shortlist and source-stability study",
        "url": "https://rotgar.com/medical/resources/chatgpt-clinic-shortlists-model-effort-stability",
        "kind": "internal",
        "download": false
      },
      {
        "text": "version DOI 10.5281/zenodo.22162725",
        "url": "https://doi.org/10.5281/zenodo.22162725",
        "kind": "external",
        "download": false
      },
      {
        "text": "Extend Fertility: Infertility & IVF",
        "url": "https://extendfertility.com/services/infertility-and-ivf/",
        "kind": "external",
        "download": false
      },
      {
        "text": "Manhattan Arch: Meet the Doctors",
        "url": "https://manhattanarchimplantcenter.com/meet-the-doctors/",
        "kind": "external",
        "download": false
      },
      {
        "text": "Columbia University: Implant Center",
        "url": "https://www.dental.columbia.edu/teaching-clinics/implant-center",
        "kind": "external",
        "download": false
      },
      {
        "text": "CCRM Fertility New York",
        "url": "https://www.ccrmivf.com/location/us/new-york/new-york-city/ivf/",
        "kind": "external",
        "download": false
      },
      {
        "text": "NYU Langone: 2021 program information",
        "url": "https://nyulangone.org/files/weight-management-information-2021.pdf",
        "kind": "external",
        "download": false
      },
      {
        "text": "NYU Langone: current payment and insurance page",
        "url": "https://nyulangone.org/care-services/weight-management-program/surgical-weight-loss/payment-insurance-coverage-for-weight-loss-surgery",
        "kind": "external",
        "download": false
      },
      {
        "text": "Bellevue: bariatric surgery program data",
        "url": "https://hhinternet.blob.core.windows.net/uploads/2025/09/bellevue-bariatric-surgery-survey-program-data-english-spanish.pdf",
        "kind": "external",
        "download": false
      },
      {
        "text": "ClearChoice: dental implant costs and warranty",
        "url": "https://www.clearchoice.com/dental-implant-financing-and-costs/",
        "kind": "external",
        "download": false
      },
      {
        "text": "nyulangone.org 1",
        "url": "https://nyulangone.org/locations/fertility-center/fertility-center-financial-information-patient-forms",
        "kind": "external",
        "download": false
      },
      {
        "text": "nyp.org 2",
        "url": "https://www.nyp.org/womens/fertility-treatments/locations",
        "kind": "external",
        "download": false
      },
      {
        "text": "rmany.com 1",
        "url": "https://www.rmany.com/resources/financial/fertility-treatment-cost-factors",
        "kind": "external",
        "download": false
      },
      {
        "text": "nyulangone.org 2",
        "url": "https://nyulangone.org/locations/fertility-center/fertility-center-financial-information-patient-forms",
        "kind": "external",
        "download": false
      },
      {
        "text": "rmany.com 1",
        "url": "https://www.rmany.com/success-rates",
        "kind": "external",
        "download": false
      },
      {
        "text": "ivf.org 2",
        "url": "https://ivf.org/about-us",
        "kind": "external",
        "download": false
      },
      {
        "text": "ccrmivf.com 1",
        "url": "https://www.ccrmivf.com/location/us/new-york/new-york-city/ivf/",
        "kind": "external",
        "download": false
      },
      {
        "text": "sartcorsonline.com 1",
        "url": "https://sartcorsonline.com/Csr/PublicSnapshotReport?ClinicPKID=2000059&reportingYear=2023",
        "kind": "external",
        "download": false
      },
      {
        "text": "sartcorsonline.com 2",
        "url": "https://sartcorsonline.com/Csr/PublicSnapshotReport?ClinicPKID=2092&reportingYear=2023",
        "kind": "external",
        "download": false
      },
      {
        "text": "openfertility.com 1",
        "url": "https://openfertility.com/affording-fertility-care/",
        "kind": "external",
        "download": false
      },
      {
        "text": "rmany.com 2",
        "url": "https://www.rmany.com/",
        "kind": "external",
        "download": false
      },
      {
        "text": "weillcornell.org 3",
        "url": "https://weillcornell.org/repromed",
        "kind": "external",
        "download": false
      },
      {
        "text": "dental.columbia.edu 1",
        "url": "https://www.dental.columbia.edu/teaching-clinics/implant-center",
        "kind": "external",
        "download": false
      },
      {
        "text": "paonypc.com 2",
        "url": "https://www.paonypc.com/",
        "kind": "external",
        "download": false
      },
      {
        "text": "manhattanarchimplantcenter.com 1",
        "url": "https://manhattanarchimplantcenter.com/meet-the-doctors/",
        "kind": "external",
        "download": false
      },
      {
        "text": "allonfour.com 2",
        "url": "https://allonfour.com/our-pricing/",
        "kind": "external",
        "download": false
      },
      {
        "text": "nyc.smartarchesdental.com 1",
        "url": "https://nyc.smartarchesdental.com/",
        "kind": "external",
        "download": false
      },
      {
        "text": "drjameslinkousnyc.com 2",
        "url": "https://www.drjameslinkousnyc.com/dental-implants-manhattan",
        "kind": "external",
        "download": false
      },
      {
        "text": "clearchoice.com 1",
        "url": "https://www.clearchoice.com/dental-implant-financing-and-costs/",
        "kind": "external",
        "download": false
      },
      {
        "text": "nysmileclinic.com 1",
        "url": "https://nysmileclinic.com/all-on-4-dental-implants-nyc/",
        "kind": "external",
        "download": false
      },
      {
        "text": "clearchoice.com 2",
        "url": "https://www.clearchoice.com/locations/ny/long-island-city/22-15-43rd-ave/",
        "kind": "external",
        "download": false
      },
      {
        "text": "allonfour.com 1",
        "url": "https://allonfour.com/our-pricing/",
        "kind": "external",
        "download": false
      },
      {
        "text": "myperfectsmile.manhattanarchcollective.com 2",
        "url": "https://myperfectsmile.manhattanarchcollective.com/",
        "kind": "external",
        "download": false
      },
      {
        "text": "hhinternet.blob.core.windows.net 1",
        "url": "https://hhinternet.blob.core.windows.net/uploads/2025/09/bellevue-bariatric-surgery-survey-program-data-english-spanish.pdf",
        "kind": "external",
        "download": false
      },
      {
        "text": "nyulangone.org 2",
        "url": "https://nyulangone.org/locations/weight-management-program-manhattan",
        "kind": "external",
        "download": false
      },
      {
        "text": "legistar.council.nyc.gov 1",
        "url": "https://legistar.council.nyc.gov/View.ashx?G=2FD004F1-D85B-4588-A648-0A736C77D6E3&GUID=2E7660FC-FE43-46CC-A073-DD718780D032&ID=15376317&M=F",
        "kind": "external",
        "download": false
      },
      {
        "text": "nyulangone.org 2",
        "url": "https://nyulangone.org/care-services/weight-management-program",
        "kind": "external",
        "download": false
      },
      {
        "text": "nyc.gov 1",
        "url": "https://www.nyc.gov/assets/doh/downloads/pdf/about/local-law-78-healthcare-accountability-report.pdf",
        "kind": "external",
        "download": false
      },
      {
        "text": "nyulangone.org 1",
        "url": "https://nyulangone.org/files/weight-management-information-2021.pdf",
        "kind": "external",
        "download": false
      },
      {
        "text": "nyp.org 2",
        "url": "https://www.nyp.org/digestive/weight-loss-and-metabolic-disorders",
        "kind": "external",
        "download": false
      },
      {
        "text": "mountsinai.org 3",
        "url": "https://www.mountsinai.org/locations/morningside/care/bariatric",
        "kind": "external",
        "download": false
      },
      {
        "text": "nyp.org 1",
        "url": "https://www.nyp.org/patients-visitors/paying-for-care/hospital-price-transparency",
        "kind": "external",
        "download": false
      },
      {
        "text": "32bjhealthinsights.org 1",
        "url": "https://32bjhealthinsights.org/wp-content/uploads/2022/12/HospitalPrices_screen-pages-final.pdf",
        "kind": "external",
        "download": false
      },
      {
        "text": "The parent study",
        "url": "https://rotgar.com/medical/resources/chatgpt-clinic-shortlists-model-effort-stability",
        "kind": "internal",
        "download": false
      },
      {
        "text": "Rotgar's medical search measurement framework",
        "url": "https://rotgar.com/medical/methodology",
        "kind": "internal",
        "download": false
      },
      {
        "text": "AI SEO for doctors",
        "url": "https://rotgar.com/medical/resources/ai-seo-for-doctors",
        "kind": "internal",
        "download": false
      },
      {
        "text": "ChatGPT and Gemini visibility",
        "url": "https://rotgar.com/medical/services/chatgpt-gemini",
        "kind": "internal",
        "download": false
      },
      {
        "text": "openfertility.com 1",
        "url": "https://openfertility.com/affordability/pricing/",
        "kind": "external",
        "download": false
      },
      {
        "text": "openfertility.com 2",
        "url": "https://openfertility.com/locations/astoria/",
        "kind": "external",
        "download": false
      },
      {
        "text": "newayfertility.com 1",
        "url": "https://newayfertility.com/self-pay-packaging/",
        "kind": "external",
        "download": false
      },
      {
        "text": "springfertility.com 1",
        "url": "https://springfertility.com/finance/",
        "kind": "external",
        "download": false
      },
      {
        "text": "ccrmivf.com 1",
        "url": "https://www.ccrmivf.com/become-a-patient/fertility-financing-options/ivf-cost/",
        "kind": "external",
        "download": false
      },
      {
        "text": "ccrmivf.com 1",
        "url": "https://www.ccrmivf.com/location/us/new-york/new-york-city/",
        "kind": "external",
        "download": false
      },
      {
        "text": "sartcorsonline.com 2",
        "url": "https://sartcorsonline.com/",
        "kind": "external",
        "download": false
      },
      {
        "text": "sartcorsonline.com 1",
        "url": "https://sartcorsonline.com/Csr/Public?ClinicPKID=2000059&newReport=True&reportingYear=2024",
        "kind": "external",
        "download": false
      },
      {
        "text": "sartcorsonline.com 2",
        "url": "https://sartcorsonline.com/Csr/Public?ClinicPKID=1947&newReport=True&reportingYear=2024",
        "kind": "external",
        "download": false
      },
      {
        "text": "sartcorsonline.com 1",
        "url": "https://sartcorsonline.com/Csr/PublicSnapshotReport?ClinicPKID=2001123&reportingYear=2023",
        "kind": "external",
        "download": false
      },
      {
        "text": "sartcorsonline.com 1",
        "url": "https://sartcorsonline.com/Csr/Public?ClinicPKID=2001123&newReport=True&reportingYear=2024",
        "kind": "external",
        "download": false
      },
      {
        "text": "sartcorsonline.com 1",
        "url": "https://www.sartcorsonline.com/rptCSR_PublicMultYear.aspx?ClinicPKID=2001123",
        "kind": "external",
        "download": false
      },
      {
        "text": "openfertility.com 1",
        "url": "https://openfertility.com/wp-content/uploads/2026/03/OpenFertility_Astoria_PricingSheet_2026-1.pdf",
        "kind": "external",
        "download": false
      },
      {
        "text": "openfertility.com 1",
        "url": "https://openfertility.com/open-fertility-a-year-in-review/",
        "kind": "external",
        "download": false
      },
      {
        "text": "columbiadoctors.org 1",
        "url": "https://www.columbiadoctors.org/specialties/obstetrics-gynecology/our-services/columbia-university-fertility-center",
        "kind": "external",
        "download": false
      },
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