AIMC Topic: Rumination, Cognitive

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Identifying the presence and timing of discrete mood states prior to therapy.

Behaviour research and therapy Feb 27, 2020
The present study tested a novel, person-specific method for identifying discrete mood profiles from time-series data, and examined the degree to which these profiles could be predicted by lagged mood and anxiety variables and time-based variables, i...
Hope Anger Biological Variation, Individual Irritable Mood Rumination, Cognitive Avoidance Learning Affect Fear Anhedonia Time Factors Psychotherapy Latent Class Analysis Machine Learning Young Adult Female Humans Anxiety Depressive Disorder, Major Depression Anxiety Disorders Male Middle Aged Adult
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Decoding rumination: A machine learning approach to a transdiagnostic sample of outpatients with anxiety, mood and psychotic disorders.

Journal of psychiatric research Dec 7, 2019
OBJECTIVE: To employ machine learning algorithms to examine patterns of rumination from RDoC perspective and to determine which variables predict high levels of maladaptive rumination across a transdiagnostic sample.
Rumination, Cognitive Adaptation, Psychological Adult Middle Aged Humans Cytokines Male Severity of Illness Index Mood Disorders Psychotic Disorders Social Class Models, Theoretical Anxiety Disorders Support Vector Machine Female
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Predictors of smartphone addiction in adolescents with depression: combing the machine learning and moderated mediation model approach.

Behaviour research and therapy Jun 1, 2025
Smartphone addiction (SA) significantly impacts the physical and mental health of adolescents, and can further exacerbate existing mental health issues in those with depression. However, fewer studies have focused on the predictors of SA in adolescen...
Humans Emotions Rumination, Cognitive Adaptation, Psychological Male Smartphone Mediation Analysis Internet Addiction Disorder Machine Learning Female Risk Factors Bullying Depression Adolescent
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