{"id":"W4405098360","doi":"10.1016/j.jad.2024.12.027","title":"Variability in emotion regulation strategy use in major depressive disorder: Flexibility or volatility?","year":2024,"lang":"en","type":"article","venue":"Journal of Affective Disorders","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"United States-Israel Binational Science Foundation; Azrieli Foundation; United States - Israel Binational Science Foundation","keywords":"Volatility (finance); Major depressive disorder; Flexibility (engineering); Psychology; Clinical psychology; Economics; Econometrics; Mood","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002041191,0.0002182106,0.00052788,0.0006870162,0.0002419132,0.001526674,0.0005044937,0.0006554686,0.001328072],"category_scores_gemma":[0.01341848,0.0003307891,0.0004526156,0.0006224372,0.0004135114,0.0008827497,0.0007981562,0.0009004399,0.0001808166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003671373,"about_ca_system_score_gemma":0.0002227145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002581574,"about_ca_topic_score_gemma":0.003880777,"domain_scores_codex":[0.9986799,0.0004271553,0.0001683172,0.0003139857,0.0002791483,0.0001314203],"domain_scores_gemma":[0.9932962,0.003945061,0.001259324,0.0008756866,0.0003047526,0.0003189807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008999638,0.000203905,0.9679013,0.00003508522,0.0006709908,0.0001120402,0.001263525,0.0007830341,0.003239443,0.0004047494,0.0002867255,0.0241992],"study_design_scores_gemma":[0.000008082411,0.0000598748,0.9981319,0.000008459581,0.00003116649,0.000091162,0.0003086319,0.0007795116,0.000112079,0.0003448515,0.0001150418,0.000009168],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979579,0.0003318829,0.0005549486,0.000197179,0.00001648133,0.00001049529,0.0001065274,0.00001358091,0.0008108207],"genre_scores_gemma":[0.9996672,0.00003939312,0.0001078627,0.00003524791,0.000008364755,0.000004357892,0.00007405678,0.000004707818,0.00005891244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002581574,"threshold_uncertainty_score":0.010795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03212360878303307,"score_gpt":0.3792445068629703,"score_spread":0.3471208980799373,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}