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This is a Quantitative Study study (also classified as: Experimental Study).

October 15, 2025Open Access

CliniDial: A Naturally Occurring Multimodal Dialogue Dataset for Team Reflection in Action During Clinical Operation

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Dataset shows audio and visual interaction dynamics in clinical operations, suggesting new LLM challenges.

CliniDial demonstrates significant challenges for large language models in processing multimodal clinical data.
The dataset comprises diverse interactions, including audio recordings and physiology signals from patient simulations.
Behavioral codes are annotated according to established frameworks to explore teamwork processes in clinical settings.
Experiments reveal notable label imbalances and complex interactions, indicating the need for enhanced analytical methods.

Deng et al. (2025) studied this question.

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