{"id":"W3158292989","doi":"10.1177/17151635211005161","title":"Variation and appropriateness of antipsychotic use in long-term care facilities across Newfoundland and Labrador","year":2021,"lang":"en","type":"article","venue":"Canadian Pharmacists Journal / Revue des Pharmaciens du Canada","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Memorial University of Newfoundland","funders":"Canadian Institutes of Health Research; Diabetes Canada","keywords":"Antipsychotic; Medical prescription; Medicine; Poisson regression; Logistic regression; Minimum Data Set; Long-term care; Population; Gerontology; Schizophrenia (object-oriented programming); Demography; Psychiatry; Environmental health; Nursing homes","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.001235843,0.0001651171,0.0002254243,0.001125815,0.0006078447,0.0007717843,0.000931273,0.0002523609,0.0009124011],"category_scores_gemma":[0.005040225,0.0001902611,0.0003779777,0.001765554,0.0006995705,0.0003827541,0.0009311048,0.0003097984,0.0001044387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007177388,"about_ca_system_score_gemma":0.003887224,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7924752,"about_ca_topic_score_gemma":0.8908179,"domain_scores_codex":[0.998389,0.0003559425,0.0002482918,0.0002864517,0.0003229022,0.0003974757],"domain_scores_gemma":[0.993839,0.0007474641,0.003534249,0.0002471193,0.001008225,0.0006240105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002185873,0.000008321997,0.9974545,0.00001543994,0.00003440837,0.00003882504,0.0002659452,0.00009767224,0.00009245465,0.00001659159,0.0002851453,0.001668851],"study_design_scores_gemma":[8.767071e-7,0.000007689846,0.9993281,0.00001169025,0.000005028769,0.00002922743,0.000399084,0.00009560074,0.00001998316,0.000001920433,0.00009849162,0.000002271279],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979143,0.0002524611,0.000115575,0.0001722992,0.000005588203,0.000009961592,0.001091569,0.000006983568,0.0004313211],"genre_scores_gemma":[0.9991475,0.00009610484,0.0001124928,0.00004413743,0.000003406864,0.000007660681,0.0004751867,0.000001643529,0.0001117192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2075248,"threshold_uncertainty_score":0.4174938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05058769353063169,"score_gpt":0.3518021533175021,"score_spread":0.3012144597868704,"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."}}