{"id":"W3042261643","doi":"10.1016/j.jsat.2020.108077","title":"Predictors of premature treatment termination in a large residential addiction medicine program","year":2020,"lang":"en","type":"article","venue":"Journal of Substance Abuse Treatment","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Addiction and Mental Health; Homewood Research Institute; St. Joseph’s Healthcare Hamilton; McMaster University","funders":"","keywords":"Psychiatry; Alcohol use disorder; Psychopathology; Comorbidity; Medicine; Anxiety; Logistic regression; Major depressive episode; Alcohol dependence; Addiction; Depression (economics); Anxiety disorder; Internal medicine; Alcohol; Mood","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00154582,0.000218337,0.000402935,0.0009846612,0.00227593,0.001609247,0.001005952,0.001273821,0.002737924],"category_scores_gemma":[0.01229901,0.0005243096,0.0006139755,0.001184396,0.0005828761,0.0008691521,0.001679616,0.00319022,0.0002209328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001590194,"about_ca_system_score_gemma":0.002683782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01067998,"about_ca_topic_score_gemma":0.02504122,"domain_scores_codex":[0.99799,0.0007440216,0.0001975747,0.0001360861,0.0003784911,0.0005538466],"domain_scores_gemma":[0.9879241,0.002868075,0.004739539,0.0003271971,0.000692885,0.003448208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000107131,0.0002731718,0.9975209,0.000005961932,0.00002045489,0.0001509354,0.0002473844,0.00003813045,0.00007540856,0.00003396292,0.0002302055,0.00129642],"study_design_scores_gemma":[0.00000944862,0.000138295,0.9979759,0.00001685527,0.00001589039,0.0002026245,0.000964231,0.0004787488,0.00004274462,0.00005350492,0.0000965126,0.00000530371],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991511,0.00009259567,0.00005046395,0.0002290969,0.00001366603,0.0000181138,0.00006857509,0.000003458769,0.0003729279],"genre_scores_gemma":[0.9994419,0.00005678172,0.00006506587,0.0001089697,0.00001992264,0.0000152362,0.00009644041,0.000004295736,0.000191373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01067998,"threshold_uncertainty_score":0.02123564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02556739126352059,"score_gpt":0.3012807708908275,"score_spread":0.2757133796273069,"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."}}