{"id":"W4229448078","doi":"10.1371/journal.pone.0266377","title":"Health system use among patients with mental health conditions in a community based sample in Toronto, Canada: A retrospective cohort study","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; North York General Hospital; University of Toronto","funders":"","keywords":"Retrospective cohort study; Mental health; Medicine; Cohort study; Cohort; Sample (material); Young adult; Demography; Gerontology; Environmental health; Psychiatry; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004837508,0.0004603779,0.0004734978,0.001516601,0.00197003,0.001262146,0.0008476441,0.0004328057,0.001617236],"category_scores_gemma":[0.001379869,0.0005524197,0.0006849513,0.004191843,0.0006172486,0.0004671917,0.0009802493,0.0005123136,0.0002692922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0124916,"about_ca_system_score_gemma":0.009639609,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9587908,"about_ca_topic_score_gemma":0.9669535,"domain_scores_codex":[0.9991512,0.00006890215,0.00009334381,0.0001773731,0.0002682231,0.0002408658],"domain_scores_gemma":[0.9982008,0.00007841058,0.0005723457,0.0001026921,0.000613716,0.0004319518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002767093,0.00001503227,0.9986652,0.0000204269,0.00004019168,0.00008570463,0.0003274883,0.00002359506,0.0001008091,0.00001459318,0.0002594483,0.0004198172],"study_design_scores_gemma":[0.000004439595,0.00002440341,0.9990545,0.00001369615,0.00002012399,0.00007303928,0.0005133222,0.00007676776,0.00001742321,0.000004116525,0.0001939871,0.000004099506],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928321,0.000407953,0.00008653805,0.00009430292,0.00000735283,0.00007904886,0.005785719,0.000007995249,0.0006990193],"genre_scores_gemma":[0.9968842,0.000321943,0.0001056385,0.00007206897,0.000006315365,0.00003670389,0.0021858,0.000002984485,0.0003843757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04120922,"threshold_uncertainty_score":0.09063333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04722080111200342,"score_gpt":0.3207261043539487,"score_spread":0.2735053032419453,"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."}}