{"id":"W4210273137","doi":"10.1016/j.jamda.2021.12.043","title":"Potential Unintended Consequences of Antipsychotic Reduction in Ontario Nursing Homes","year":2022,"lang":"en","type":"article","venue":"Journal of the American Medical Directors Association","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Women's College Hospital; Hotchkiss Brain Institute; University of Calgary; Regional Municipality of Waterloo; Sunnybrook Hospital; Vector Institute; Trillium Health Centre; University of Toronto; University Health Network; Institute for Clinical Evaluative Sciences; University of Waterloo; Sunnybrook Health Science Centre; Toronto Rehabilitation Institute; Public Health Ontario","funders":"Alzheimer Society Research Program; Department of Psychiatry, University of Toronto; Ministry of Health -Singapore; Government of Ontario; Heart and Stroke Foundation of Canada; Institute for Clinical Evaluative Sciences; Ontario Brain Institute; Alzheimer Society","keywords":"Medicine; Antipsychotic; Dementia; Minimum Data Set; Psychiatry; Olanzapine; Schizophrenia (object-oriented programming); Nursing homes; Internal medicine; Disease; 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":[0.002272956,0.0001263192,0.00023332,0.0006945719,0.004192166,0.00140326,0.001057321,0.001011668,0.003374174],"category_scores_gemma":[0.02262494,0.0002864081,0.0004613081,0.001327493,0.001015582,0.0005468613,0.001181911,0.001228866,0.0001508823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03837524,"about_ca_system_score_gemma":0.04010129,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8366855,"about_ca_topic_score_gemma":0.9629183,"domain_scores_codex":[0.9952208,0.001443808,0.0003192339,0.000176138,0.001710278,0.001129654],"domain_scores_gemma":[0.9811904,0.003639454,0.007702582,0.0005374997,0.003991812,0.002938099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00100464,0.0004211095,0.9461945,0.0001435221,0.0001000389,0.001073702,0.005291471,0.0004896087,0.000286444,0.0009629066,0.007106763,0.03692523],"study_design_scores_gemma":[0.00006736456,0.0002390961,0.9870594,0.0001586749,0.00006791538,0.0002933255,0.006688892,0.0006231386,0.0002204052,0.0003553696,0.004199416,0.0000270408],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739209,0.001225056,0.00008644191,0.01201337,0.0001004604,0.00006949964,0.0006257712,0.00001117623,0.0119473],"genre_scores_gemma":[0.9963292,0.000563098,0.0001111596,0.001189598,0.00002952905,0.00001849849,0.00009234629,0.000003127788,0.001663456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1633145,"threshold_uncertainty_score":0.3285526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01280471804563001,"score_gpt":0.301537837356523,"score_spread":0.288733119310893,"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."}}