Healthcare agents

polars_ts.healthcare_agents

Multi-agent clinical decision support for EHR vital-sign time series.

Specialized agents score each vital-sign observation for sepsis risk (qSOFA + SIRS), physiological derangement, and a NEWS-style escalation tier, while a contextual-bandit treatment recommender adapts interventions online. Handles irregularly sampled observations and privacy-preserving federated averaging of per-site agent parameters. Closes #160.