Medical English writing, Human-machine symbiosis, Instructional experiment, Self-efficacy, Collaboration
This study demonstrates that a Human–Machine Symbiotic Cognition (HMSC) framework, which integrates four specialized AI agents with collaborative peer writing, significantly improves Chinese medical students' academic English writing performance, self-efficacy, and teamwork satisfaction compared to conventional instruction.