{"id":"W2003276599","doi":"10.1016/j.hcmf.2014.01.001","title":"Leveraging Hospital Formularies for Improved Prescribing","year":2014,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Humber River Regional Hospital","funders":"","keywords":"Formulary; Pharmacy; Listing (finance); Medicine; Health care; Medical emergency; Family medicine; Business","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":[0.02426392,0.000392722,0.0003782849,0.001981988,0.004055767,0.009197087,0.001901282,0.002211435,0.007326682],"category_scores_gemma":[0.06205782,0.0003432496,0.0007397773,0.002038299,0.002891175,0.005399357,0.006370189,0.003737353,0.001240479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02012231,"about_ca_system_score_gemma":0.06567841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08440609,"about_ca_topic_score_gemma":0.1620347,"domain_scores_codex":[0.9765082,0.008789927,0.001298683,0.0008749651,0.00852317,0.004005044],"domain_scores_gemma":[0.9499068,0.008999743,0.007752143,0.005233974,0.01679168,0.01131569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002049106,0.001351141,0.05369332,0.0007702698,0.0001344153,0.0007709698,0.008200684,0.001964494,0.003395287,0.02624249,0.1930416,0.7102305],"study_design_scores_gemma":[0.0004397329,0.001574695,0.140481,0.001799007,0.0001871708,0.0007639468,0.01338743,0.004252418,0.007118679,0.02979512,0.7998319,0.0003689524],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1814023,0.004527471,0.01804383,0.6840378,0.002047271,0.0007493368,0.00034699,0.001662091,0.1071829],"genre_scores_gemma":[0.8749872,0.004153674,0.05207705,0.05040285,0.00195957,0.0002213167,0.0004079549,0.0003088838,0.01548146],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08440609,"threshold_uncertainty_score":0.1678296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07424799374241808,"score_gpt":0.3683933212174498,"score_spread":0.2941453274750317,"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."}}