{"id":"W3093921358","doi":"10.1186/s12879-020-05498-2","title":"Oral beta-lactam step down in bacteremic E. coli urinary tract infections","year":2020,"lang":"en","type":"article","venue":"BMC Infectious Diseases","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surrey Memorial Hospital; Providence Health Care; Fraser Health; University of British Columbia","funders":"","keywords":"Medicine; Odds ratio; Internal medicine; Bacteremia; Urinary system; Propensity score matching; Urine; Confidence interval; Gastroenterology; Antibiotics; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001219006,0.0004030878,0.0005677207,0.0005024287,0.0002077025,0.00008326952,0.0001268424,0.0001378244,0.001777725],"category_scores_gemma":[0.0002869924,0.0004109191,0.0003632702,0.001094774,0.0001148514,0.0004556443,0.0001305114,0.0004918892,0.000733651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00043382,"about_ca_system_score_gemma":0.0003045876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002315357,"about_ca_topic_score_gemma":0.0001404464,"domain_scores_codex":[0.9977793,0.000186614,0.0005576751,0.0006094248,0.0003396958,0.0005272613],"domain_scores_gemma":[0.998498,0.000197743,0.0001583704,0.0004847585,0.0001039632,0.0005571638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002995953,0.02058494,0.9738608,0.0003558964,0.0001505554,0.0003583573,0.0001088822,0.0004658251,0.0001350182,0.0002347805,0.002211746,0.001233631],"study_design_scores_gemma":[0.003956804,0.006524976,0.959157,0.00009397103,0.0005842277,0.000369575,0.0000947322,0.0005624573,0.00003891623,0.00005876627,0.02814541,0.0004131125],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9753151,0.0002510507,0.0006125765,0.0007380781,0.0004050971,0.001397287,0.0000553078,0.0009244923,0.02030105],"genre_scores_gemma":[0.9974335,0.0001140873,0.0001253565,0.0009809253,0.0004226158,0.0003191535,0.0001219544,0.00007372121,0.0004087223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02593366,"threshold_uncertainty_score":0.9998342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02846203515903888,"score_gpt":0.2801474822377198,"score_spread":0.2516854470786809,"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."}}