{"id":"W4206627626","doi":"10.1016/j.jamda.2021.12.031","title":"Optimizing Practices, Use, Care, and Services–Antipsychotics (OPUS-AP) in Long-Term Care Centers in Quebec, Canada: A Successful Scale-Up","year":2022,"lang":"en","type":"article","venue":"Journal of the American Medical Directors Association","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre intégré universitaire de santé et de services sociaux de la Capitale-Nationale; Health and Social Services Centre University Institute of Geriatrics of Sherbrooke; CARE Canada; Centre intégré de santé et de services sociaux de Chaudière-Appalaches; Centres Intégré Universitaires de Santé et de Services Sociaux; Institut Universitaire de Gériatrie de Montréal; Centre Intégré de Santé et Services Sociaux de Chaudière-Appalache; Institut Universitaire en Santé Mentale de Québec; Alzheimer Society of Canada; Université Laval; Université de Montréal; Université de Sherbrooke","funders":"Ministère de la Santé et des Services sociaux; Canadian Foundation for Healthcare Improvement","keywords":"Medicine; Deprescribing; Antipsychotic; Medical prescription; Polypharmacy; Dementia; Long-term care; Psychological intervention; Psychiatry; Neurocognitive; Emergency medicine; Schizophrenia (object-oriented programming); Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":true,"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":[0.006825581,0.0007753175,0.000612761,0.0008225659,0.003808132,0.002039687,0.001917568,0.0006118436,0.001423073],"category_scores_gemma":[0.009629131,0.0003436722,0.001046027,0.002356238,0.001078264,0.000995848,0.00199733,0.001522075,0.0002497118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09170277,"about_ca_system_score_gemma":0.1579416,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9843121,"about_ca_topic_score_gemma":0.9921449,"domain_scores_codex":[0.9942629,0.001383303,0.0004947985,0.0003519764,0.002028411,0.00147854],"domain_scores_gemma":[0.9812491,0.0009704549,0.001599343,0.0005159437,0.01163382,0.004031422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009208585,0.003490591,0.7910476,0.0005378026,0.000361689,0.0001520181,0.004045991,0.001351864,0.0008616331,0.0002497446,0.01296666,0.1840136],"study_design_scores_gemma":[0.0001907326,0.0008703655,0.9902103,0.0002122596,0.0001387578,0.00002412467,0.003042053,0.0008895707,0.0002996396,0.00002868898,0.004056914,0.0000366165],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9779931,0.002995021,0.000878431,0.003753504,0.0001062059,0.004284059,0.004350949,0.0001085852,0.005530171],"genre_scores_gemma":[0.9859313,0.001745493,0.005098524,0.00138014,0.00003819024,0.001298462,0.002435849,0.00002249426,0.002049482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09170277,"threshold_uncertainty_score":0.6653533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008194486601007694,"score_gpt":0.2997548472897163,"score_spread":0.2915603606887086,"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."}}