Beyond Information Seeking: Severity-Aware Question Supervision for Proactive Medical Dialogue
Expected-Severity-Risk (ESR) is proposed, a consequence-aware question-supervision objective that values each candidate by its expected reduction in severity-aware terminal risk, and its results support moving proactive medical dialogue beyond uncertainty reduction toward consequence-aware evidence acquisition.