{"id":"W3026423035","doi":"10.1093/cid/ciaa570","title":"Significant Regional Differences in Antibiotic Use Across 576 US Hospitals and 11 701 326 Adult Admissions, 2016–2017","year":2020,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Agency for Healthcare Research and Quality","keywords":"Medicine; Antibiotics; MEDLINE; Intensive care medicine; Microbiology","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":[0.0001351839,0.0002574553,0.0006271699,0.00003899723,0.0002633973,0.00006675488,0.0002030196,0.0003612913,0.0001101384],"category_scores_gemma":[0.002596742,0.0001932231,0.0002007395,0.0001499259,0.0008654564,0.0001590153,0.0001544402,0.0003828511,0.0001868311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001457091,"about_ca_system_score_gemma":0.0001922047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002351955,"about_ca_topic_score_gemma":0.0001139259,"domain_scores_codex":[0.9978523,0.0003532455,0.0006490521,0.0006470451,0.00005552948,0.0004428258],"domain_scores_gemma":[0.9981362,0.0009990294,0.0002225896,0.0002699381,0.00008752011,0.0002847413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001447591,0.0005949465,0.9836453,0.00006763437,0.000107689,0.00006406442,0.0001211109,0.000001065376,0.0005140845,0.0001642064,0.01375742,0.0008177256],"study_design_scores_gemma":[0.001689621,0.0004969683,0.9940024,0.0002687619,0.0000802025,0.000007546255,0.0002417633,0.00001410574,0.0001547605,0.0001092392,0.002641647,0.0002929546],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935076,0.004025702,0.00003209861,0.001294272,0.000507134,0.0002791111,0.0001716855,0.000124284,0.00005806475],"genre_scores_gemma":[0.9918061,0.005239001,0.000007344592,0.002295418,0.0001191576,0.000003745856,0.00005695843,0.00001805093,0.0004542363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01111577,"threshold_uncertainty_score":0.7879408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05175352741501267,"score_gpt":0.3272301529614093,"score_spread":0.2754766255463967,"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."}}