Back to search

Article

Not Just One Agent: Multi-Agent Systems for Medicine from Answer Generation to Accountable Workflow Orchestration

2026-06-09

Abstract excerpt

Large language models (LLMs) have advanced medical reasoning, but static question-answering performance remains insufficient for clinical workflows that require evolving patient-state tracking, evidence integration, role coordination, and accountable decisions. Medical multi-agent systems (MAS) shift AI from isolated answer generation toward workflow-level clinical intelligence by combining role specialization, me...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work
e72965e5-d1f3-5065-836a-9efdf713f047
DOI
10.20944/preprints202606.0640.v1
Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest
Interactive article relationship graphSelect a related publication card to move it into the centre and load its closest explainable connections. Solid lines are source-backed structured connections. Dashed lines are semantic discovery signals and are not scientific evidence.
Not Just One Agent: Multi-Agent Systems for Medicine from Answer Generation to Accountable Workflow OrchestrationDOI 10.20944/preprints202606.0640.v1
Select a neighboring publication to make it the new centre.