{"id":"W3035070148","doi":"10.1017/ice.2020.217","title":"Variation in antibiotic use across intensive care units (ICU): A population-based cohort study in Ontario, Canada","year":2020,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Sinai Health System; University of Toronto","funders":"","keywords":"Medicine; Intensive care; Antibiotics; Emergency medicine; Cohort; Intensive care medicine; Cohort study; Population; Retrospective cohort study; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003525397,0.000196159,0.0006743762,0.00006932062,0.0001261992,0.000009837669,0.00006022476,0.0002618943,0.00002777554],"category_scores_gemma":[0.002300762,0.0001757411,0.00003852923,0.0002134756,0.000074784,0.0001062341,0.00002848918,0.0004675754,0.000006953854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003198196,"about_ca_system_score_gemma":0.0003750271,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9895945,"about_ca_topic_score_gemma":0.9952753,"domain_scores_codex":[0.9979196,0.0006483723,0.0005772092,0.0004572196,0.00002797631,0.0003696035],"domain_scores_gemma":[0.998566,0.0007939285,0.0002111439,0.0001292415,0.0002566008,0.00004303477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001964173,0.00005449447,0.9955064,0.00001750933,0.00008347593,0.00002293013,0.002453558,0.001215711,0.0001237682,0.00005889228,0.0001077975,0.0001590112],"study_design_scores_gemma":[0.003156225,0.0005346281,0.9941863,0.0000357853,0.00003714544,0.000003388409,0.001233901,0.0002645451,0.000008206297,0.00001427325,0.0003339348,0.0001916584],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964842,0.0004122188,0.0002374119,0.001274513,0.0006579698,0.0008550193,0.00003313463,0.00002858751,0.00001692558],"genre_scores_gemma":[0.9968737,0.00001623576,0.000006572643,0.00290198,0.00002244481,0.00001320695,0.0001196984,0.00001003025,0.00003607217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005680809,"threshold_uncertainty_score":0.7166512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01898408754356259,"score_gpt":0.2532889935285513,"score_spread":0.2343049059849887,"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."}}