{"id":"W4416161357","doi":"10.1007/s10608-025-10684-0","title":"Multilevel Structure of Emotion Regulation Strategies and Daily Associations with Treatment Outcomes During Virtual Psychotherapy for Depression: An Experience Sampling Study","year":2025,"lang":"en","type":"article","venue":"Cognitive Therapy and Research","topic":"Mental Health Research Topics","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University; Centre for Addiction and Mental Health; University of Windsor","funders":"","keywords":"Multilevel model; Quality of Life Research; Experience sampling method; Depression (economics); Multilevel modelling; Structural equation modeling; Depressive symptoms","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004141755,0.0001219872,0.0002003504,0.00022846,0.0005827199,0.00007743996,0.00007488503,0.00009300993,0.00006758427],"category_scores_gemma":[0.00003334133,0.00008373785,0.00001787796,0.0001894644,0.0002276169,0.0002083953,0.00001453368,0.0001719097,2.130497e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005403969,"about_ca_system_score_gemma":0.00009432145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001929458,"about_ca_topic_score_gemma":0.0002185706,"domain_scores_codex":[0.9983202,0.0005501031,0.000197548,0.0003730313,0.0002784898,0.0002806831],"domain_scores_gemma":[0.9986135,0.0007431225,0.00006283036,0.0001609949,0.000345401,0.00007419573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006414079,0.00153146,0.4958491,0.00006316428,0.0003835319,0.000002401932,0.0944429,0.000007107497,0.01530678,0.002530978,0.000003359089,0.3834651],"study_design_scores_gemma":[0.006205867,0.002713794,0.9199409,0.00006506666,0.000006482767,9.177653e-7,0.06638417,0.00005909525,0.002942338,0.001598945,0.00001126695,0.00007117377],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950479,0.0004500319,0.001924054,0.00008242327,0.00005743266,0.002245305,0.00007862708,0.00001513569,0.00009905419],"genre_scores_gemma":[0.9985409,0.0002485308,0.000236321,0.00001752576,0.00004101116,0.0002957671,0.00002701927,0.00001226718,0.000580613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4240918,"threshold_uncertainty_score":0.4481869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2716172859687822,"score_gpt":0.5544451268329793,"score_spread":0.2828278408641972,"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."}}