Qian Li

Large language models in perioperative anesthesia: a risk-based roadmap for safe clinical adoption

Perioperative uses are stratified by the consequence of failure: lower-risk information processing may be automated when outputs are traceable; intermediate-risk interpretive uses should augment clinicians and require explicit verification; high-risk or time-critical decisions should remain under direct specialist cont...