{"id":"W1579530153","doi":"10.4212/cjhp.v68i3.1455","title":"Application of the Beers Criteria to Alternate Level of Care Patients in Hospital Inpatient Units","year":2015,"lang":"en","type":"article","venue":"The Canadian Journal of Hospital Pharmacy","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon Health Network; Moncton Hospital; Janeway Children's Health and Rehabilitation Centre","funders":"","keywords":"Medicine; Adverse effect; Beers Criteria; Emergency medicine; Logistic regression; Retrospective cohort study; Odds ratio; Internal medicine; Pediatrics; Intensive care medicine; Polypharmacy","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01414485,0.0009045007,0.00214371,0.005179157,0.001074385,0.002272348,0.002577688,0.0008115449,0.0019763],"category_scores_gemma":[0.03702663,0.000442256,0.001629755,0.006087851,0.001047312,0.0009046023,0.001994509,0.0009568809,0.0003564339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008078924,"about_ca_system_score_gemma":0.01227367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0876691,"about_ca_topic_score_gemma":0.08520827,"domain_scores_codex":[0.9775987,0.007044931,0.004410321,0.0009696531,0.008390537,0.001585878],"domain_scores_gemma":[0.9763455,0.006471207,0.008454776,0.0004205932,0.006727393,0.001580499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008734865,0.0002085488,0.9407916,0.001311404,0.0006100344,0.00133117,0.0005167281,0.004048054,0.0002456605,0.003298921,0.01560081,0.03116368],"study_design_scores_gemma":[0.0002884531,0.000860969,0.9420635,0.001202461,0.000373551,0.002353864,0.0009026213,0.02826194,0.000477713,0.00402498,0.01904299,0.0001470669],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8624354,0.0235352,0.04329287,0.006119771,0.0008061785,0.01295433,0.01365707,0.000435965,0.03676329],"genre_scores_gemma":[0.9640168,0.003748079,0.02132332,0.0011899,0.0002123825,0.002543256,0.005768758,0.00004981845,0.001147681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0876691,"threshold_uncertainty_score":0.1743176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1525327971929465,"score_gpt":0.3931560172504141,"score_spread":0.2406232200574676,"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."}}