{"id":"W4399598862","doi":"10.1016/s2215-0366(24)00144-5","title":"De-implementation to reduce coercive practices in mental health care","year":2024,"lang":"en","type":"letter","venue":"The Lancet Psychiatry","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Jewish General Hospital; Université de Montréal; Institut Universitaire en Santé Mentale de Québec","funders":"Ministère de l'Éducation et de l'Enseignement supérieur","keywords":"Mental health care; Mental health; Psychology; Health care; Nursing; Psychiatry; Political science; Medicine; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.02073846,0.0006464636,0.0007825788,0.0009494844,0.005877713,0.00511468,0.003603343,0.05677901,0.01572588],"category_scores_gemma":[0.1091456,0.0007945623,0.001778697,0.0007321286,0.00611078,0.005791215,0.00604102,0.04040179,0.00289773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01021084,"about_ca_system_score_gemma":0.0406674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05026423,"about_ca_topic_score_gemma":0.1212857,"domain_scores_codex":[0.979788,0.008392606,0.001834349,0.0007912491,0.00435718,0.004836537],"domain_scores_gemma":[0.898989,0.05849627,0.006835423,0.003075568,0.01078917,0.02181468],"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":[0.0001399731,0.0003700331,0.004483282,0.0004381737,0.00007862898,0.00108161,0.001840351,0.0001862792,0.0007579086,0.01841966,0.91777,0.05443409],"study_design_scores_gemma":[0.001463145,0.0007823621,0.04152705,0.003449934,0.000216279,0.001523619,0.006412833,0.00151957,0.001608304,0.04079517,0.9005153,0.0001864219],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001030979,0.0005597963,0.0001276518,0.9910079,0.003377496,0.00003164326,0.00002288503,0.00001477178,0.003826951],"genre_scores_gemma":[0.01132894,0.0005021309,0.0003646533,0.9742315,0.006558688,0.0001060283,0.00001701305,0.00001864323,0.006872299],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05677901,"threshold_uncertainty_score":0.1096768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5416009402347457,"score_gpt":0.6226212839308307,"score_spread":0.08102034369608502,"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."}}