A multi-stage Delphi consensus with 92 experts catalogs widespread validation pitfalls in surgical AI video analysis across data, metrics, and reporting, supported by a systematic review and empirical experiments.
Chapman and Hall/CRC, 1994
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A supervision construction procedure generates explicit support and controlled non-support examples (counterfactual and topic-related negatives) without manual annotation, producing verifiers that demonstrate genuine evidence dependence in radiology tasks.
A new decarbonization speed metric ranks 126 IAM scenarios consistently with their RCP assumptions and yields summary statistics from empirical and fitted distributions.
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Current validation practice undermines surgical AI development
A multi-stage Delphi consensus with 92 experts catalogs widespread validation pitfalls in surgical AI video analysis across data, metrics, and reporting, supported by a systematic review and empirical experiments.
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Case-Grounded Evidence Verification: A Framework for Constructing Evidence-Sensitive Supervision
A supervision construction procedure generates explicit support and controlled non-support examples (counterfactual and topic-related negatives) without manual annotation, producing verifiers that demonstrate genuine evidence dependence in radiology tasks.
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Quantifying Decarbonization Speed Across Climate Scenarios
A new decarbonization speed metric ranks 126 IAM scenarios consistently with their RCP assumptions and yields summary statistics from empirical and fitted distributions.