{"id":"W3191004257","doi":"10.1177/07067437211036596","title":"Patient Safety and Mental Health—A Growing Quality Gap in Canada","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Mental health; Scope (computer science); Patient safety; Occupational safety and health; Suicide prevention; Quality (philosophy); Medicine; Human factors and ergonomics; Poison control; Psychology; Medical emergency; Psychiatry; Nursing; Health care; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001036113,0.00009686491,0.0002532448,0.0001054548,0.0003175467,0.00002546304,0.0001475194,0.00005666225,0.0002241388],"category_scores_gemma":[0.00008285006,0.00007355985,0.00005337856,0.0002083438,0.00004878034,0.00004088976,0.00001057949,0.0005285209,0.000002902001],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008638692,"about_ca_system_score_gemma":0.02450517,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.981874,"about_ca_topic_score_gemma":0.9997883,"domain_scores_codex":[0.9978433,0.0006482648,0.0007368721,0.0001398493,0.0002307753,0.0004009222],"domain_scores_gemma":[0.9986859,0.00009698529,0.0002733371,0.0002152619,0.00007344138,0.0006550581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003210279,0.00009996281,0.5339157,0.0001057445,0.0002674424,0.004436148,0.02108216,0.0001365833,0.000004148075,0.02723426,0.09257381,0.319823],"study_design_scores_gemma":[0.001195161,0.0001613097,0.8445075,0.0004450683,0.000007855726,0.005197668,0.05529581,0.000008570079,0.000001226625,0.00756468,0.08538279,0.0002323746],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7965121,0.00970251,0.000007935128,0.1851493,0.007281552,0.00008089347,0.00006330221,0.000001461141,0.00120089],"genre_scores_gemma":[0.9908752,0.00006096099,0.0004358668,0.008375268,0.0001799707,5.607559e-7,0.000002807952,0.00001107585,0.00005833246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3195906,"threshold_uncertainty_score":0.981025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03097161430975224,"score_gpt":0.339444389714555,"score_spread":0.3084727754048027,"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."}}