{"id":"W2166526373","doi":"10.1176/appi.ps.201300564","title":"Identifying Factors That Predict Longitudinal Outcomes of Untreated Common Mental Disorders","year":2014,"lang":"en","type":"article","venue":"Psychiatric Services","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Manitoba Health Research Council","keywords":"National Comorbidity Survey; Mental health; Psychiatry; Comorbidity; Prevalence of mental disorders; Anxiety; Psychological intervention; Medicine; Alcohol use disorder; Odds ratio; Major depressive disorder; Population; Substance abuse; Longitudinal study; Anxiety disorder; Major depressive episode; Bipolar disorder; Clinical psychology; Poison control; Psychology; Medical emergency; Mood; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001773273,0.0002638341,0.0002005378,0.0006310876,0.0005812224,0.000700032,0.0003427588,0.0005469003,0.001239342],"category_scores_gemma":[0.007642369,0.0002145841,0.0005452301,0.0005573265,0.0003044211,0.0007808814,0.0009891989,0.001154824,0.0001479435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003524514,"about_ca_system_score_gemma":0.0006193815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007120208,"about_ca_topic_score_gemma":0.01230259,"domain_scores_codex":[0.9994056,0.0002001062,0.00008414521,0.0001179089,0.0000787867,0.0001135011],"domain_scores_gemma":[0.994899,0.0009051195,0.002909093,0.0002614783,0.0004235992,0.0006017766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000157239,0.00001512003,0.9995373,0.000001571529,0.000008709305,0.000007956463,0.000026371,0.00001780927,0.00001606707,0.000004607518,0.00001654496,0.0003322405],"study_design_scores_gemma":[0.000001667877,0.00006683635,0.9993324,0.000007659219,0.00001142462,0.00006920904,0.0001570299,0.0002420074,0.00002683276,0.00002871483,0.00005400594,0.000002230499],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991217,0.0001620471,0.0001238525,0.0000988482,0.000005509142,0.000009540191,0.0002545418,0.000003028576,0.0002208876],"genre_scores_gemma":[0.9994154,0.00005566176,0.0001016731,0.0000183777,0.000006383128,0.000008196865,0.0003102782,0.000001047036,0.00008288817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007120208,"threshold_uncertainty_score":0.01415753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02133140590085178,"score_gpt":0.2881365671159163,"score_spread":0.2668051612150645,"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."}}