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Hybrid novice-AI system achieves expert-level performance in intraoperative ischemia detection

Source: medRxiv

Original: https://www.medrxiv.org/content/10.64898/2026.08.01.26359457v1?rss=1...

Published: 2026-08-03

During carotid endarterectomy surgery, there is a risk of cerebral ischemia, which is typically monitored by specialists using continuous electroencephalography. Researchers developed a hybrid system combining novices with limited training and artificial intelligence to detect ischemia. The system dynamically combines inputs from novices and AI to produce a final result. A study with four novices showed that the hybrid system was equally effective as experts in sensitivity and false-positive rate. At 80% sensitivity, the hybrid system reduced false positives by half compared to the AI-only system. The results suggest that the hybrid system could be an effective tool for monitoring cerebral ischemia during surgery.