{"id":"W3096096326","doi":"10.1017/ice.2020.534","title":"Significant Regional Differences in Antibiotic Use Across 576 US Hospitals and 11,701,326 Million Admissions, 2016–2017","year":2020,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Antibiotics; Retrospective cohort study; Emergency medicine; Antibiotic resistance; Cohort; Pediatrics; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005390508,0.0003112549,0.0009184275,0.00008137433,0.000315421,0.00002721194,0.0001091697,0.0005499057,0.00003738072],"category_scores_gemma":[0.001897575,0.000233529,0.0001181507,0.000122717,0.0006701703,0.0002163046,0.00008349176,0.0004191407,0.00005223797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002117092,"about_ca_system_score_gemma":0.00006578268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002163303,"about_ca_topic_score_gemma":0.0001623915,"domain_scores_codex":[0.9974184,0.000634338,0.0006398508,0.0006862739,0.00003306892,0.0005880459],"domain_scores_gemma":[0.9980958,0.001180302,0.0003153928,0.0001753411,0.0000650626,0.0001680756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002207526,0.0001099677,0.9866682,0.00005056709,0.0001149107,0.00001959807,0.0003068219,0.000008923916,0.005271771,0.0008947942,0.004377506,0.001956154],"study_design_scores_gemma":[0.002249381,0.0008721055,0.9853022,0.000121397,0.00004511042,0.00003940601,0.0001233353,0.0001964863,0.0001469363,0.0002671144,0.01031312,0.0003233913],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787009,0.009152394,0.0007258092,0.01024935,0.0005993152,0.0003995675,0.00006419246,0.00007333824,0.00003508323],"genre_scores_gemma":[0.9891238,0.00770994,0.00004970301,0.002713869,0.0001034638,0.000008360627,0.00003630909,0.00001484773,0.000239658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01042289,"threshold_uncertainty_score":0.9523036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03648024930946524,"score_gpt":0.2822413218542061,"score_spread":0.2457610725447409,"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."}}