{"id":"W4317738272","doi":"10.1177/07067437221102201","title":"Collaborative Mental Health Care in Canada: Challenges, Opportunities and New Directions","year":2023,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; Centre hospitalier de l'Université Laval; Centre for Addiction and Mental Health; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; University of Toronto; Dalhousie University; University of British Columbia; College of Family Physicians of Canada; Waypoint Centre for Mental Health Care; McMaster University","funders":"","keywords":"Mental health; Mental health care; Psychology; Medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01787481,0.0008208972,0.00154486,0.002615804,0.0209973,0.01579686,0.007155698,0.007565822,0.01608056],"category_scores_gemma":[0.02416573,0.0008976852,0.001584942,0.007003106,0.009996345,0.01015512,0.01406984,0.0111896,0.0008583267],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1549027,"about_ca_system_score_gemma":0.620607,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9801316,"about_ca_topic_score_gemma":0.9939213,"domain_scores_codex":[0.9711245,0.005786198,0.001080184,0.00150166,0.005804824,0.01470266],"domain_scores_gemma":[0.8981261,0.007739547,0.002855097,0.0009810213,0.01903112,0.07126714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000481879,0.001145303,0.08558882,0.005181434,0.000555391,0.001443995,0.01552614,0.001571833,0.0004479261,0.08802979,0.4468308,0.3531967],"study_design_scores_gemma":[0.0007912271,0.000711314,0.2284738,0.01652129,0.0006626055,0.001295155,0.1913565,0.005844961,0.0004735922,0.06097924,0.4920799,0.0008104483],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0225962,0.04799495,0.001001378,0.9093239,0.002751583,0.0001530829,0.0007509272,0.00009486324,0.01533318],"genre_scores_gemma":[0.7210147,0.1092373,0.01877735,0.1341674,0.003506715,0.0005234541,0.002042421,0.0001400273,0.01059042],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1549027,"threshold_uncertainty_score":0.9801931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06826393172843825,"score_gpt":0.3382374405786675,"score_spread":0.2699735088502292,"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."}}