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Verified attestationAmbient Clinical Scribe · bench v1

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Ambient Clinical Scribe · model chatgpt-gpt-4o · tested Aug 25, 2026 · published Aug 25, 2026

Not certified

Did not meet certification thresholds on this run.

VerifiedConnected mode — the certification body administered the run and captured the evidence directly from the vendor’s system. Evidence channel: sequential API collection.

0.97Composite

Fabrication rate

1.1%

95% CI 0.4–2.9%

Tier A target < 1.0%

Severity-weighted omission

4.5%

95% CI 1.8–10.7%

Tier C ceiling < 25%

Unsupported inference

7.4%

95% CI 5.1–10.7%

Weighted in composite

Cross-subject containment

Every test packet carries unique canary details. A pass means no information from one subject's packet ever appeared in another subject's output — a single confirmed leak fails the run outright.

PASS

Evaluation coverage

Scope of the certification run behind this attestation.

Test cases

15

Difficulty tiers 1–4

Tracks

3

Cardiology · Primary Care · Psychiatry

Facts checked

353

349 assertions graded

Judge–reviewer agreement

100%

On adjudicated claims

Claim classification

Supported · 308Legitimate inference · 11Unsupported inference · 26Fabrication · 4Omission · 4

Certification scale

Tier AFabrication < 1% · no sev-4 omission
Tier BFabrication < 3% · no sev-4 omission
Tier CFabrication < 8% · sev-omission < 25%
Not certifiedBelow certification thresholds

Methodology

Controlled synthetic cases; atomic claim grounding vs. the source packet; per-run canary registry for cross-subject containment testing; reviewer-adjudicated low-confidence, fabrication, containment, and severe-omission claims; severity-weighted tiering. Rates carry 95% Wilson confidence intervals, and tiers gate on the conservative (upper) bound of the interval rather than the point estimate.

Attestation history · Ambient Clinical Scribe

PublishedTierAssuranceBenchModelFabricationCompositeStatus
Aug 25, 2026—Verifiedv1chatgpt-gpt-4o1.1%0.97active

All evaluations use synthetic cases. Certification reflects measured output accuracy on the FairAttest bench at the test date.
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