Design, Development, and Evaluation of Multimodal Conversational Agents for Health Data Registration and Monitoring: Framework Proposal and Pilot Exploratory Study

Healthcare (Basel) · 2026 · PMC13299244

Europe PMC

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closest p · 1.0× alpha

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did not reach statistical significancep > 0.05actually significant

Between-group ANOVAs did not reach statistical significance ( p > 0.05 ), as expected for an underpowered design, yet η 2 values were medium for Attractiveness, Efficiency, Dependability, and Pragmatic Quality and large for Stimulation and Hedonic Quality, converging with the qualitative innovation and engagement signal in the conversational conditions.

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