Hidden Markov model detection of interpersonal interaction dynamics in predicting patient depression improvement in psychotherapy: Proof-of-concept study

Journal of Affective Disorders Reports（2023）

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摘要

•Analyzing nonverbal behaviors with a multilevel hidden Markov model (HMM) uncovered latent interpersonal interaction dynamics.•The multilevelHMM predicted patient depression improvement in psychotherapy.•Improvement is characterized by patient hyperfocus when listening to their therapist.

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关键词

interpersonal interaction dynamics,patient depression improvement,psychotherapy,proof-of-concept

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