{"id":"W2896730211","doi":"10.1007/s11126-018-9607-2","title":"Sociodemographic Variation in Increasing Needs for Mental Health Services among Canadian Adults from 2002 to 2012","year":2018,"lang":"en","type":"article","venue":"Psychiatric Quarterly","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut universitaire en santé mentale de Montréal; Université de Montréal; Institut Universitaire en Santé Mentale de Québec; McGill University; Douglas Mental Health University Institute; McGill University Health Centre","funders":"","keywords":"Mental health; Public health; Medicine; Odds; Depression (economics); Psychiatry; Health care; Mental illness; Logistic regression; Gerontology; Environmental health; Nursing","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":[0.0009766611,0.0005132716,0.0005124647,0.003404173,0.003369862,0.001813962,0.00212804,0.001111395,0.004528911],"category_scores_gemma":[0.003679138,0.0006243355,0.001845427,0.008605697,0.0006993408,0.001003824,0.001322969,0.001762762,0.0004998759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03508021,"about_ca_system_score_gemma":0.04571,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9974236,"about_ca_topic_score_gemma":0.9986155,"domain_scores_codex":[0.9980975,0.0000753445,0.0002130026,0.0002254371,0.0005089304,0.000879919],"domain_scores_gemma":[0.9960256,0.0001393124,0.000827266,0.00008068452,0.00198366,0.0009434438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001017188,0.00004216011,0.9893093,0.00007157396,0.0001028695,0.00006577185,0.001209022,0.00009362178,0.00007470261,0.0001717258,0.004871731,0.003885761],"study_design_scores_gemma":[0.00000362887,0.000009659872,0.9957739,0.00004794237,0.00002242999,0.00004452518,0.002137946,0.00008930314,0.0000226291,0.00001103531,0.001822895,0.000014177],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9268382,0.003171189,0.0001798867,0.002766989,0.0001150336,0.00013477,0.05624204,0.00006590342,0.01048611],"genre_scores_gemma":[0.9839084,0.001455084,0.0002948797,0.0006334588,0.00002985058,0.00005699715,0.01071722,0.00001864365,0.002885525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03508021,"threshold_uncertainty_score":0.2545259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008408518767752733,"score_gpt":0.2982152839408779,"score_spread":0.2898067651731252,"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."}}