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Published on: August 2, 2021
Multimodal analysis of temporal affective variability within treatment for depression
Adar Paz1, Eshkol Rafaeli1, Eran Bar-Kalifa2
1Department of Psychology, Bar-Ilan University.
Increased affective temporal variability in voice and facial expressions during psychotherapy is linked to better client well-being and outcomes. This measure of affective flexibility shows promise for therapeutic assessment.
Area of Science:
- Psychology
- Clinical Psychology
- Affective Science
Background:
- Affective flexibility is crucial for psychological health and adaptive responses.
- Psychotherapeutic approaches emphasize the importance of emotional regulation and adaptability.
Purpose of the Study:
- To investigate the association between affective temporal variability (arousal and valence) from voice and facial expressions and psychotherapy outcomes.
- To examine these associations at session, client, and treatment levels.
Main Methods:
- Analyzed 22,741 vocal arousal and facial expression valence observations from 137 therapy sessions with 30 clients diagnosed with major depressive disorder.
- Assessed session-level affective temporal variability using the mean square of successive differences.
- Measured client well-being via self-reported outcome rating scale before and after each session.
Main Results:
- Positive association found between affective temporal variability and session outcomes at both session and client levels.
- Associations remained significant after controlling for average valence scores.
- Increased temporal variability during treatment correlated with improved outcome trajectories.
Conclusions:
- Continuous assessment of vocal and facial affective variability may aid therapists in modulating client affective flexibility.
- Further research is needed to establish a causal relationship between affective temporal variability and psychotherapy outcomes.
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