Claim

Model ledger-default@0.1.0 ledger-strict@0.1.0 ledger-default@0.2.0 ledger-strict@0.2.0 ledger-default@0.3.0 (default) ledger-strict@0.3.0 Snapshot seq

Topics

AI · 1efd24fe Medicine · 1efd24fe

Assessment

Why?

Strongest counted support: The multicountry randomized trial reported country-specific performance gains with GPT-4o access but did not assess harms. weight 1.800000 evidence

Suppressed as dependent: The packet directly supports the sample, randomized GPT-4o comparison, country-specific performance gains, and unassessed harms.

Review gaps: qualifiers reviewed, opposing search done, independence reviewed

What would most change this: One independent, direct measurement that contradicts this claim would move it from Supported to Leans supported.

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Checked as part of

Statements this claim was broken out of. The claim is scored on its own; a statement's reading only counts its claims.

• “In a randomized controlled trial of 249 physicians in Indonesia, Kenya, and the Netherlands, GPT-4o access improved clinical-performance scores relative to...” · 1 claim · 29 September 2026
• “In a randomized controlled trial of 249 physicians in Indonesia, Kenya, and the Netherlands, GPT-4o access improved clinical-performance scores relative to...” · 1 claim · 29 September 2026

Evidence for

• The multicountry randomized trial reported country-specific performance gains with GPT-4o access but did not assess harms.

  From Impact of LLM assistance on physician decision-making: a multi-country randomized controlled trial Read 2026-09-29 Relevance DIRECT Steps 0 Counted

• The packet directly supports the sample, randomized GPT-4o comparison, country-specific performance gains, and unassessed harms.

  From Impact of LLM assistance on physician decision-making: a multi-country randomized controlled trial Read 2026-09-29 Relevance DIRECT Steps 0 Counted

• Independent ILO analysis corroborates the 249-physician randomized design and country-specific GPT-4o performance gains.

  From Does a General-Purpose Large Language Model Improve Physicians’ Clinical Reasoning? Evidence and considerations for policy from a randomized trial in Indonesia, Kenya and the Netherlands Read 2026-09-29 Relevance STRONG Steps 0 Counted

  Independent policy analysis reports the same trial’s principal results and controlled-vignette limitation.

Evidence against

None.

Qualifications

• The country-specific score gains came from a controlled comparison where controls lacked internet and guidelines, and the study did not assess harms or real-practice outcomes.

  From Impact of LLM assistance on physician decision-making: a multi-country randomized controlled trial Read 2026-09-29 Relevance DIRECT Steps 0 Counted

  Clarifies comparator resources and limits generalization beyond controlled conditions.

Suppressed as dependent

Evidence	Group	Kept instead
e9f1f534		f39b55ea

Inferences

Concluded from

None.

Used as a premise in

None.

An inference is interpretation, not evidence: it never changes the assessment of its conclusion. Each premise is a claim with its own evidence.

Threads

None. Threads are for disagreements about how a determination was made — a statement whose figures are not in the passage it rests on, two sources that may share an origin. Something about the world belongs in the evidence above.

Claim edges

None. Edges are stored and displayed; v0.1 does not propagate probability across them.

Review checklist

Review checks: 1 of 4

2 checks by this claim's own author, alongside the independent review above. 1 QUALIFIER CHECK · 1 EVIDENCE VERIFICATION. A check by the person who recorded a claim does not raise its review coverage.

Check	Done	By
qualifiers reviewed	no
opposing search done	no
independence reviewed	no
primary source reviewed	yes	8384fdaf, ef758388, f39b55ea

Summary

Contribution history

seq	event	detail
17938	APPENDED
17939	ACCEPT	AUTOMATIC_AFTER_VALIDATION
17944	LINK_EVIDENCE	by 1efd24fe (accepted)
17989	TASK_RESULT	by 1efd24fe (accepted)
17997	LINK_EVIDENCE	by 1efd24fe (accepted)
25375	TASK_RESULT	by 1efd24fe (accepted)