{"id":"W4318920156","doi":"10.1097/mlr.0000000000001814","title":"Variation and Correlation of Potential Unintended Consequences of Antipsychotic Reduction in Ontario Nursing Homes Over Time","year":2023,"lang":"en","type":"article","venue":"Medical Care","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; Vector Institute; University of Toronto; University Health Network; Trillium Health Centre; Sunnybrook Hospital; University of Waterloo; Toronto Rehabilitation Institute","funders":"Canadian Institutes of Health Research","keywords":"Antipsychotic; Medicine; Nursing homes; Minimum Data Set; Psychiatry; Nursing; Schizophrenia (object-oriented programming)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003376522,0.00006194775,0.0002058746,0.0002060667,0.00007518932,0.000002023712,0.00004559245,0.0001968097,0.0005490151],"category_scores_gemma":[0.0001747785,0.00005635873,0.00002956059,0.0003189291,0.0002317028,0.00005741632,0.00001378105,0.0002650112,0.00001000972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001614799,"about_ca_system_score_gemma":0.0004736569,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01598005,"about_ca_topic_score_gemma":0.00358834,"domain_scores_codex":[0.9988353,0.0001809183,0.0003626973,0.0001372562,0.0003316447,0.0001522451],"domain_scores_gemma":[0.999482,0.00009873586,0.000153727,0.00008348509,0.0001265207,0.00005552362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001355599,0.0002439249,0.3796298,0.001341695,0.00008470453,0.0000501418,0.526014,0.0001726885,0.02545284,0.002322015,0.01243745,0.05089522],"study_design_scores_gemma":[0.0009092852,0.00009405791,0.9818683,0.0008750557,0.00003467351,0.0000049723,0.01369318,0.0005183469,0.00007868727,0.001825036,0.00003789619,0.00006056475],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963284,0.0001711329,0.0001131682,0.001011796,0.001514621,0.0002085628,0.000005939286,0.00002949446,0.0006168541],"genre_scores_gemma":[0.9994233,0.0000355697,0.00005447498,0.000009276933,0.00006585735,0.000004543696,0.00009351882,0.000005946139,0.0003074879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6022385,"threshold_uncertainty_score":0.9905726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02269518010295042,"score_gpt":0.3561346485969143,"score_spread":0.3334394684939639,"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."}}