{"id":"W4313058748","doi":"10.2196/37270","title":"Assessment and Disruption of Ruminative Episodes to Enhance Mobile Cognitive Behavioral Therapy Just-in-Time Adaptive Interventions in Clinical Depression: Pilot Randomized Controlled Trial","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes","field":"Psychology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rumination; Randomized controlled trial; Psychological intervention; Clinical psychology; Cognitive behavioral therapy; Cognition; Psychology; Depression (economics); Medicine; Psychiatry; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.002946241,0.001820444,0.003714117,0.00074361,0.0007161123,0.001173745,0.001273517,0.002337696,0.01239898],"category_scores_gemma":[0.004801226,0.0007440393,0.002713865,0.0007751357,0.001041474,0.001221693,0.0008311004,0.002582871,0.001164711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007771456,"about_ca_system_score_gemma":0.001567622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002169863,"about_ca_topic_score_gemma":0.003474463,"domain_scores_codex":[0.9985074,0.0007714965,0.0001736451,0.0002183792,0.0001349894,0.0001939617],"domain_scores_gemma":[0.9981104,0.0007373271,0.0003842544,0.0001647259,0.0002088163,0.0003944622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.923704,0.034931,0.0004832287,0.004823718,0.002541851,0.00007057195,0.0001718077,0.0003137656,0.001337017,0.000182504,0.0009226959,0.03051778],"study_design_scores_gemma":[0.9282973,0.06863879,0.001190777,0.000186185,0.0006831518,0.00001157424,0.00004125891,0.0002249533,0.0001316503,0.00009066366,0.000490997,0.00001264833],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8127806,0.009793649,0.003392737,0.001518863,0.002102356,0.1618804,0.002786888,0.0005827398,0.00516187],"genre_scores_gemma":[0.8061497,0.004925108,0.01074553,0.001339158,0.0007845385,0.1717025,0.0008379208,0.00003281257,0.003482793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01239898,"threshold_uncertainty_score":0.04147875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.18042494132975,"score_gpt":0.5730262752465977,"score_spread":0.3926013339168477,"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."}}