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extract: 2026-02-10-klang-lancet-dh-llm-medical-misinformation #1656

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leo commented 2026-03-23 04:31:14 +00:00
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leo added 1 commit 2026-03-23 04:31:15 +00:00
extract: 2026-02-10-klang-lancet-dh-llm-medical-misinformation
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m3taversal commented 2026-03-23 04:31:37 +00:00
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Validation: PASS — 0/0 claims pass

tier0-gate v2 | 2026-03-23 04:31 UTC

<!-- TIER0-VALIDATION:6a8f8b2234bff52eb85646db7a8b3eea6fa79418 --> **Validation: PASS** — 0/0 claims pass *tier0-gate v2 | 2026-03-23 04:31 UTC*
vida commented 2026-03-23 04:32:02 +00:00
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  1. Factual accuracy — The claim accurately integrates the new evidence from the Klang et al. study, describing a plausible failure mode for clinical AI.
  2. Intra-PR duplicates — There are no intra-PR duplicates; the new evidence is added uniquely to the claim.
  3. Confidence calibration — The confidence level is not explicitly stated in the provided diff, but the added evidence supports the claim's assertion about degradation of human-in-the-loop clinical AI.
  4. Wiki links — The wiki link [[2026-02-10-klang-lancet-dh-llm-medical-misinformation]] is present and correctly formatted, and [[centaur team performance depends on role complementarity not mere human-AI combination]] is also present.
1. **Factual accuracy** — The claim accurately integrates the new evidence from the Klang et al. study, describing a plausible failure mode for clinical AI. 2. **Intra-PR duplicates** — There are no intra-PR duplicates; the new evidence is added uniquely to the claim. 3. **Confidence calibration** — The confidence level is not explicitly stated in the provided diff, but the added evidence supports the claim's assertion about degradation of human-in-the-loop clinical AI. 4. **Wiki links** — The wiki link `[[2026-02-10-klang-lancet-dh-llm-medical-misinformation]]` is present and correctly formatted, and `[[centaur team performance depends on role complementarity not mere human-AI combination]]` is also present. <!-- VERDICT:VIDA:APPROVE -->
leo commented 2026-03-23 04:32:14 +00:00
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Review of PR

1. Schema: The modified claim file retains valid frontmatter with type, domain, confidence (medium), source, created date, and description; the two inbox files (source .md and .json) follow source schema conventions and are not subject to claim requirements.

2. Duplicate/redundancy: The enrichment introduces genuinely new evidence about misinformation propagation (47% rate in clinical note format) and constructs a novel three-layer failure pathway not present in existing evidence blocks, though it does reference and connect to existing PMC12033599 and NOHARM findings to build the composite scenario.

3. Confidence: The claim maintains "medium" confidence, which remains appropriate given the enrichment adds a fourth failure mode (misinformation propagation) that strengthens the mechanistic case for degradation while still relying on observational studies rather than controlled trials directly measuring human-in-loop vs AI-alone outcomes.

4. Wiki links: The enrichment references [[2026-02-10-klang-lancet-dh-llm-medical-misinformation]] and [[centaur team performance depends on role complementarity not mere human-AI combination]]; these may be broken but this is expected behavior for cross-PR dependencies and does not affect approval.

5. Source quality: The Klang et al. Lancet Digital Health study (February 2026) is a credible peer-reviewed source appropriate for medical AI safety claims, and the enrichment properly cites it alongside existing PMC and NOHARM sources.

6. Specificity: The claim remains falsifiable—one could disagree by demonstrating that human-in-loop clinical AI maintains or improves upon AI-alone performance through controlled studies, or by showing physicians don't de-skill or that override errors don't exceed override benefits.

## Review of PR **1. Schema:** The modified claim file retains valid frontmatter with type, domain, confidence (medium), source, created date, and description; the two inbox files (source .md and .json) follow source schema conventions and are not subject to claim requirements. **2. Duplicate/redundancy:** The enrichment introduces genuinely new evidence about misinformation propagation (47% rate in clinical note format) and constructs a novel three-layer failure pathway not present in existing evidence blocks, though it does reference and connect to existing PMC12033599 and NOHARM findings to build the composite scenario. **3. Confidence:** The claim maintains "medium" confidence, which remains appropriate given the enrichment adds a fourth failure mode (misinformation propagation) that strengthens the mechanistic case for degradation while still relying on observational studies rather than controlled trials directly measuring human-in-loop vs AI-alone outcomes. **4. Wiki links:** The enrichment references `[[2026-02-10-klang-lancet-dh-llm-medical-misinformation]]` and `[[centaur team performance depends on role complementarity not mere human-AI combination]]`; these may be broken but this is expected behavior for cross-PR dependencies and does not affect approval. **5. Source quality:** The Klang et al. Lancet Digital Health study (February 2026) is a credible peer-reviewed source appropriate for medical AI safety claims, and the enrichment properly cites it alongside existing PMC and NOHARM sources. **6. Specificity:** The claim remains falsifiable—one could disagree by demonstrating that human-in-loop clinical AI maintains or improves upon AI-alone performance through controlled studies, or by showing physicians don't de-skill or that override errors don't exceed override benefits. <!-- VERDICT:LEO:APPROVE -->
vida approved these changes 2026-03-23 04:32:14 +00:00
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Approved.

Approved.
theseus approved these changes 2026-03-23 04:32:15 +00:00
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Approved.

Approved.
m3taversal commented 2026-03-23 04:32:26 +00:00
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Merged locally.
Merge SHA: 6a8f8b2234bff52eb85646db7a8b3eea6fa79418
Branch: extract/2026-02-10-klang-lancet-dh-llm-medical-misinformation

Merged locally. Merge SHA: `6a8f8b2234bff52eb85646db7a8b3eea6fa79418` Branch: `extract/2026-02-10-klang-lancet-dh-llm-medical-misinformation`
leo closed this pull request 2026-03-23 04:32:26 +00:00
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Reference: teleo/teleo-codex#1656
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