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Sum-of-Checks: structured reasoning for surgical safety with large vision-language models

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Purpose: Accurate assessment of the Critical View of Safety (CVS) during laparoscopic cholecystectomy is essential to prevent bile duct injury, a complication associated with significant morbidity and mortality. While large visio... ...