{"id":"W2087223115","doi":"10.1371/journal.pone.0107515","title":"Does Variation among Provincial Drug Formulary Antimicrobial Listings in Canada Influence Prescribing Rates?","year":2014,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Université de Montréal; Hôpital Maisonneuve-Rosemont; BC Centre for Disease Control; University of British Columbia; Public Health Agency of Canada","funders":"Health Canada; Fondation pour la Recherche Médicale; Public Health Agency of Canada; Gilead Sciences; Pfizer","keywords":"Formulary; Antimicrobial drug; Drug; Variation (astronomy); Medicine; Antimicrobial; Biology; Family medicine; Pharmacology; Microbiology","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":[0.0001865885,0.0001270614,0.0002396965,0.00005084477,0.0001402737,0.00001669729,0.0001717747,0.0001046609,0.00003938641],"category_scores_gemma":[0.0002329309,0.00009228905,0.00002149536,0.00009505494,0.00007133839,0.0001711424,0.00006319555,0.0002510268,0.00002529072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001326822,"about_ca_system_score_gemma":0.0003225369,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7199045,"about_ca_topic_score_gemma":0.8727714,"domain_scores_codex":[0.9989892,0.0001103382,0.0002758325,0.0002517462,0.00005351534,0.0003193276],"domain_scores_gemma":[0.9995087,0.00009839152,0.0001375079,0.0001712016,0.00006560198,0.00001855102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00007941676,0.0002434282,0.3624011,0.000182306,0.00008408597,0.000006620473,0.000629141,0.00001822531,0.6357133,0.0001267444,0.0003326351,0.0001829587],"study_design_scores_gemma":[0.0009242732,0.0000301956,0.5197876,0.0007012272,0.00006541466,0.000001364089,0.00008460169,0.0002218765,0.4776268,0.00007394575,0.000206237,0.0002764908],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989449,0.00005370183,0.00004938803,0.0002127574,0.0001754371,0.0002607677,0.0000167107,0.00003271125,0.0002535923],"genre_scores_gemma":[0.9982362,0.00001500819,0.0001781049,0.0002386288,0.00005668305,0.000004755608,0.00003352942,0.0000125084,0.001224583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1580866,"threshold_uncertainty_score":0.3763438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007046863333964674,"score_gpt":0.1708133603974805,"score_spread":0.1637664970635158,"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."}}