A Proactive EMR Assistant for Doctor-Patient Dialogue: Streaming ASR, Belief Stabilization, and Preliminary Controlled Evaluation

This paper introduces a proactive EMR assistant for doctor-patient dialogue, designed to overcome limitations of passive systems by integrating streaming ASR, belief stabilization, and action planning. The system was evaluated in a preliminary controlled setting, achieving an F1 of 0.84 and Recall@5 of 0.87.