{"id":"W3029734440","doi":"10.1177/0706743720927826","title":"Health Service Use among Individuals with Depression and Psychological Distress: A Population-Based Cohort Study in Ontario, Canada: Utilisation des services de santé par les personnes souffrant de dépression et de détresse psychologique : une étude de cohorte dans la population de l’Ontario, Canada","year":2020,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; Institute for Clinical Evaluative Sciences; Women's College Hospital; Public Health Ontario; University of Toronto","funders":"Canadian Institutes of Health Research; Ontario Ministry of Health and Long-Term Care","keywords":"Depression (economics); Psychological distress; Cohort; Distress; Mental health; Psychiatry; Population; Psychology; Medicine; Cohort study; Gerontology; Clinical psychology; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0009787719,0.0004434317,0.0005509972,0.0013529,0.003373255,0.001524796,0.001285078,0.0006265201,0.001237819],"category_scores_gemma":[0.001484984,0.0006636344,0.0008534977,0.0042131,0.0009747963,0.0007254557,0.001049246,0.0007197212,0.0002155257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02259925,"about_ca_system_score_gemma":0.02125632,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9936743,"about_ca_topic_score_gemma":0.994793,"domain_scores_codex":[0.998965,0.0000796546,0.00006986627,0.0001762609,0.0003823576,0.0003267493],"domain_scores_gemma":[0.9986633,0.00006008673,0.0002991465,0.00007227034,0.0005364975,0.000368761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005525219,0.00003721504,0.9962777,0.00003099154,0.00006815776,0.0000865089,0.001196607,0.00004238175,0.0001865804,0.00004798512,0.0005302814,0.001440319],"study_design_scores_gemma":[0.00001244918,0.00001904726,0.9985602,0.00002066356,0.00002445455,0.00003703001,0.0007201408,0.0001223402,0.00002144396,0.00001148258,0.0004433334,0.000007390056],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940188,0.0006960356,0.0001693011,0.0002939357,0.00001416245,0.0001376563,0.003806896,0.000007430041,0.0008557931],"genre_scores_gemma":[0.9961057,0.0006676649,0.0002299752,0.0001664178,0.000009168291,0.00007394046,0.001595098,0.000004473906,0.001147482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02259925,"threshold_uncertainty_score":0.1639698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02520858352808012,"score_gpt":0.3075275030306091,"score_spread":0.2823189195025289,"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."}}