AI RESEARCH
Emulating Clinician Cognition via Self-Evolving Deep Clinical Research
arXiv CS.AI
•
ArXi:2603.10677v1 Announce Type: new Clinical diagnosis is a complex cognitive process, grounded in dynamic cue acquisition and continuous expertise accumulation. Yet most current artificial intelligence (AI) systems are misaligned with this reality, treating diagnosis as single-pass retrospective prediction while lacking auditable mechanisms for governed improvement. We developed DxEvolve, a self-evolving diagnostic agent that bridges these gaps through an interactive deep clinical research workflow.