{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006242343,0.0004832671,0.0009468279,0.0003304746,0.0009816953,0.0001132364,0.001004632,0.0008136582,0.0006030762],"category_scores_gemma":[0.0004608697,0.0003850507,0.0001197259,0.0006663607,0.00006432808,0.0003024463,0.0003509761,0.009682594,0.001882021],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002297037,"about_ca_system_score_gemma":0.00681267,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01579724,"about_ca_topic_score_gemma":0.03814154,"domain_scores_codex":[0.9864902,0.008520125,0.001451201,0.0009220674,0.0008298213,0.001786538],"domain_scores_gemma":[0.9949943,0.001286028,0.002079927,0.00125623,0.000164984,0.0002185186],"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":[0.0001521274,0.00002286735,0.01123744,0.00489418,0.00006893495,0.00001706817,0.06425409,5.123389e-7,0.000001940548,0.0005995129,0.9158524,0.002898936],"study_design_scores_gemma":[0.0006598223,0.0001652896,0.005956727,0.001816633,0.00005413582,0.00001156991,0.07429635,0.000001996905,8.240297e-7,0.001075869,0.9156289,0.0003319384],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01012335,0.007997029,0.000007818711,0.9576158,0.01257187,0.004235792,0.001084639,0.0002463506,0.006117388],"genre_scores_gemma":[0.002032981,0.001121933,0.002105891,0.9617071,0.02913795,0.0009821425,0.001112772,0.0001547986,0.001644466],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0223443,"threshold_uncertainty_score":0.9998602,"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."}}