{"id":"W2904832332","doi":"10.1093/cid/ciy1031","title":"Empiric Antibiotic Treatment Thresholds for Serious Bacterial Infections: A Scenario-based Survey Study","year":2018,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"Ontario Ministry of Health and Long-Term Care","keywords":"Medicine; Interquartile range; Specialty; Regimen; Sepsis; Genitourinary system; Internal medicine; Antibiotics; Emergency medicine; Intensive care medicine; Family medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.003215219,0.0002302111,0.0002035151,0.0006500602,0.0005665635,0.0008340366,0.0005521044,0.0007348533,0.001472848],"category_scores_gemma":[0.01365848,0.0002385731,0.000323254,0.000726963,0.0004916588,0.0006741693,0.000624988,0.0006090326,0.0001508542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00285674,"about_ca_system_score_gemma":0.002809905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05653308,"about_ca_topic_score_gemma":0.06874823,"domain_scores_codex":[0.9969237,0.001587217,0.0002772908,0.0002635773,0.0005080301,0.000440178],"domain_scores_gemma":[0.9878181,0.004321307,0.004374216,0.0002481818,0.001277313,0.001960852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007804453,0.0001911357,0.9961205,0.00002241466,0.00002206953,0.00009719193,0.00164574,0.0001640116,0.0001255552,0.00003354145,0.0002259047,0.001273952],"study_design_scores_gemma":[0.00001779772,0.0004618196,0.9885847,0.00003137573,0.00001243572,0.0003268696,0.008181253,0.001816741,0.00009640286,0.00005176501,0.0004003428,0.00001836282],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995288,0.00001486428,0.00007868512,0.00007895898,6.738638e-7,0.00002933733,0.000100549,0.000001295182,0.0001667598],"genre_scores_gemma":[0.9996858,0.00002192724,0.0001505828,0.00003306162,0.000001104852,0.00002005727,0.00007129389,3.645571e-7,0.00001586633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05653308,"threshold_uncertainty_score":0.1124081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06007151732637174,"score_gpt":0.381492918850424,"score_spread":0.3214214015240522,"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."}}