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Research Article 2026CC BYFree full text

Emotion-Adaptive Large Language Model-Driven Clinical Decision Support: User Evaluation of the Empathic Clinical Decision Support System Framework for Trust and Explainability.

Tongze Zhang, Sang Won Bae, Tammy Chung, Anind K Dey, Yang Gong, Ganesh Gopal Devarajan +2 more

Background The increasing prevalence of cannabis use has motivated researchers to develop computational behavioral models that predict usage patterns and related health impacts in naturalistic environments. However, the opaque nature of many artificial intelligence (AI) systems limits users' ability to interpret outputs and undermines trust. Existing explainable artificial intelligence techniques often remain over…

JMIR Human Factors Europe PMC

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Research Article 2025CC BYFree full text

Enhancing Interpretable, Transparent, and Unobtrusive Detection of Acute Marijuana Intoxication in Natural Environments: Harnessing Smart Devices and Explainable AI to Empower Just-In-Time Adaptive Interventions: Longitudinal Observational Study.

Sang Won Bae, Tammy Chung, Tongze Zhang, Anind K Dey, Rahul Islam, Khaled El Emam +4 more

Background Acute marijuana intoxication can impair motor skills and cognitive functions such as attention and information processing. However, traditional tests, like blood, urine, and saliva, fail to accurately detect acute marijuana intoxication in real time. Objective This study aims to explore whether integrating smartphone-based sensors with readily accessible wearable activity trackers, like Fitbit, can enha…

JMIR AI