{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00118939,0.0003615571,0.0003685789,0.001301812,0.000339074,0.0008665543,0.0006112698,0.0002632034,0.001747292],"category_scores_gemma":[0.004765519,0.0003020142,0.00100127,0.00316265,0.0003611746,0.0008421045,0.001457395,0.0006466756,0.0005426159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001029262,"about_ca_system_score_gemma":0.001353224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04994211,"about_ca_topic_score_gemma":0.06875631,"domain_scores_codex":[0.998445,0.0002696665,0.000319231,0.0004181617,0.0002944705,0.0002535162],"domain_scores_gemma":[0.9956776,0.0003928412,0.002749117,0.0002446641,0.0006157339,0.000319944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005492935,0.00001122558,0.9953863,0.00005752266,0.0001282824,0.00004671923,0.0001787021,0.0001383112,0.0001064051,0.00006007215,0.001426091,0.002405419],"study_design_scores_gemma":[0.000005734347,0.00002184266,0.9970289,0.00006009719,0.00007699255,0.0001760125,0.0007349309,0.0003096781,0.0001207316,0.00004295489,0.001415037,0.00000714766],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757349,0.001666724,0.0005159776,0.0005205125,0.00003203529,0.0000274852,0.02029599,0.00002928204,0.001177097],"genre_scores_gemma":[0.9883655,0.001195862,0.0003779926,0.0001918764,0.00004604385,0.00004622552,0.009414527,0.00001962859,0.0003422392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04994211,"threshold_uncertainty_score":0.09930283,"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."}}