Human-in-the-Loop Multi-Agent Ventilator Decision Support with Contextual Bandit Preference Learning

In three linesVDSS, a multi-agent system for ventilator decision support, coordinates modular components through structured interfaces and contextual bandit preference learning from clinician feedback. Structured rejection triggers targeted replanning. Retrospective ICU validation shows higher recommendation acceptability and fewer interaction cycles.

Summary generated by Claude — human-verified