{"id":"W3047294686","doi":"10.1093/cid/ciaa1127","title":"Electronically Available Patient Claims Data Improve Models for Comparing Antibiotic Use Across Hospitals: Results From 576 US Facilities","year":2020,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Agency for Healthcare Research and Quality","keywords":"Medicine; Quartile; Antibiotics; Emergency medicine; Delphi method; Intensive care medicine; Internal medicine; Confidence interval; Statistics","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":[0.02631782,0.001109353,0.001307272,0.00156116,0.0005764224,0.001607733,0.001627397,0.001095985,0.001438745],"category_scores_gemma":[0.06400179,0.0007165673,0.003776669,0.002010199,0.0005401701,0.001199478,0.002220081,0.001533347,0.0003668902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002808017,"about_ca_system_score_gemma":0.002509678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05346114,"about_ca_topic_score_gemma":0.02397722,"domain_scores_codex":[0.9879535,0.008305175,0.0008020052,0.001493485,0.0009514823,0.0004942943],"domain_scores_gemma":[0.9210058,0.06386135,0.00508689,0.003775876,0.005124375,0.001145734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009973905,0.0005769902,0.9004102,0.0001028377,0.001511898,0.00007473252,0.0002023625,0.08167851,0.00009266623,0.0002773733,0.001196409,0.01287867],"study_design_scores_gemma":[0.0003319798,0.001240364,0.3680998,0.0001546155,0.0009075935,0.0001340587,0.0007994904,0.6256334,0.0006599802,0.0009102204,0.001050575,0.00007775699],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948469,0.0002132893,0.002651674,0.0002856192,0.00001613452,0.00004679172,0.001532761,0.00006771628,0.0003391573],"genre_scores_gemma":[0.9950835,0.00006448558,0.00234185,0.00007465669,0.00001069448,0.00003387535,0.002289045,0.00001782617,0.00008411884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05346114,"threshold_uncertainty_score":0.1391836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09593096762441887,"score_gpt":0.3271380396189507,"score_spread":0.2312070719945318,"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."}}