{"id":"W2098797142","doi":"10.1093/jac/dkh501","title":"Effect of formulary policy decisions on antimicrobial drug utilization in British Columbia","year":2004,"lang":"en","type":"article","venue":"Journal of Antimicrobial Chemotherapy","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Hospital and Health Sciences Centre; University of British Columbia","funders":"","keywords":"Formulary; Antimicrobial; Drug; Medicine; Antimicrobial drug; Intensive care medicine; Pharmacology; Biology; Microbiology","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":[0.001621193,0.0002587119,0.0004533496,0.0009214757,0.001009841,0.001966352,0.001298357,0.0007328029,0.003038488],"category_scores_gemma":[0.01611501,0.0003423465,0.0005078747,0.001929437,0.0006271931,0.0004000539,0.00109228,0.001090035,0.0002472256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04508723,"about_ca_system_score_gemma":0.03150642,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.979742,"about_ca_topic_score_gemma":0.980818,"domain_scores_codex":[0.9969944,0.0009327231,0.0001331071,0.0002183823,0.000622512,0.001098856],"domain_scores_gemma":[0.9903543,0.003073598,0.002012417,0.0003336289,0.002422815,0.001803191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009131963,0.0002982522,0.9534452,0.0001011949,0.0001986434,0.0005461029,0.0003772973,0.008140631,0.0003968496,0.0006235002,0.007346764,0.02761235],"study_design_scores_gemma":[0.0000756487,0.0001470268,0.9863668,0.00007841863,0.00007738382,0.00009943653,0.001015067,0.009135203,0.0002118804,0.0001796738,0.002588431,0.00002501665],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933723,0.0006171318,0.00006581204,0.001823017,0.00001526607,0.00002712702,0.001288591,0.00001900148,0.002771712],"genre_scores_gemma":[0.9967024,0.0005238287,0.0001190128,0.0003916987,0.000007129195,0.00001401796,0.0006773013,0.000006402324,0.001558314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04508723,"threshold_uncertainty_score":0.3271323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007325702527565338,"score_gpt":0.2575434353426932,"score_spread":0.2502177328151279,"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."}}