{"id":"W3111005472","doi":"10.1002/alz.037171","title":"Optimizing Practices, Use, Care and Services‐Antipsychotics (OPUS‐AP): A phase 2 scale‐up to 129 long‐term care (LTC) centers in Quebec, Canada","year":2020,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre intégré universitaire de santé et de services sociaux de la Capitale-Nationale; Centre Intégré Universitaire de Santé et de Services Sociaux du Saguenay–Lac-Saint-Jean; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Université de Sherbrooke; Université Laval; Université de Montréal; Centre Hospitalier Universitaire de Sherbrooke; Ministère de la Santé et des Services Sociaux (Québec); Canadian Foundation for Healthcare Improvement; Institut Universitaire de Gériatrie de Montréal","funders":"","keywords":"Antipsychotic; Deprescribing; Medicine; Medical prescription; Psychiatry; Population; Opus; Dementia; Gerontology; Family medicine; Polypharmacy; Nursing; Schizophrenia (object-oriented programming); Environmental health","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01278502,0.002772301,0.002600839,0.001307941,0.006058338,0.002388919,0.004450652,0.001819588,0.004105265],"category_scores_gemma":[0.007315292,0.001265878,0.003848362,0.002847271,0.002677747,0.001234409,0.002766334,0.002886327,0.000678952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1048922,"about_ca_system_score_gemma":0.1960078,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9519704,"about_ca_topic_score_gemma":0.9644905,"domain_scores_codex":[0.9900969,0.00263657,0.000484525,0.0009193426,0.002578567,0.003284042],"domain_scores_gemma":[0.9840862,0.0008559706,0.001214996,0.0005570342,0.008412682,0.004873217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05130086,0.1911495,0.3512979,0.00871182,0.005115223,0.0007937393,0.01407849,0.009636805,0.00478334,0.001170402,0.05653268,0.3054293],"study_design_scores_gemma":[0.04627271,0.08389305,0.8318937,0.001647116,0.001913001,0.0001127443,0.00937901,0.003915531,0.002097416,0.0003473785,0.01819176,0.0003366559],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8689863,0.001448537,0.001614144,0.00132791,0.0001549097,0.1085044,0.01454114,0.0002205813,0.003202067],"genre_scores_gemma":[0.8549107,0.002363069,0.01695086,0.003547599,0.0001702273,0.1025128,0.01386403,0.00008237652,0.005598276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1048922,"threshold_uncertainty_score":0.76105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03315337758209209,"score_gpt":0.3315395728095843,"score_spread":0.2983861952274923,"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."}}