A Large Language Model-Powered Multiagent Framework Emulating Standardized Patients in Clinical Communication Skills Training: Development and Evaluation Study.

J Med Internet Res · 2026 · PMC13235703 · PMID 42241338

Europe PMC DOI

hedged sentence

0.3300

closest p · 6.6× alpha

0.3300

boldest claim

The sentences

did not reach statistical significanceP =.33not close (p > 0.1)

While the Qwen3-32B multiagent framework achieved a higher mean factual consistency score of 0.734 (SD 0.06) compared to the single-LLM Qwen3-32B approach 0.699 (SD 0.07), this numerical improvement did not reach statistical significance (adjusted P =.33).

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