Sum-of-Checks decomposes CVS criteria into expert checks evaluated by LVLMs with weighted aggregation, yielding 12-14% better frame-level mAP on Endoscapes2023 benchmark.
The sages critical view of safety challenge: A global benchmark for ai-assisted surgical quality assessment
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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.
A mixed-methods user study with 17 surgeons produced design guidelines and the CVS Copilot HMI for role-adaptive, minimally intrusive AI support in laparoscopic cholecystectomy.
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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.