{"id":"W3042109114","doi":"10.1093/jacamr/dlaa039","title":"Prolonged empirical antibiotic therapy is correlated with bloodstream infections and increased mortality in a tertiary care hospital in Ethiopia: bacteriology testing matters","year":2020,"lang":"en","type":"article","venue":"JAC-Antimicrobial Resistance","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"Fonds de Recherche du Québec - Santé; Addis Ababa University; McGill University Health Centre; McGill University; Institut de recherche, Centre universitaire de santé McGill","keywords":"Medicine; Blood culture; Antibiotic resistance; Antibiotics; Ceftriaxone; Internal medicine; Tertiary referral hospital; Referral; Intensive care medicine; Retrospective cohort study; Microbiology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001340923,0.0002087841,0.0002616332,0.00005576414,0.0000826238,0.00006088359,0.0001279623,0.0002203725,0.000009630565],"category_scores_gemma":[0.0003456574,0.0002012286,0.00004146594,0.0003018127,0.0001743645,0.00001525492,0.00006525986,0.0002677788,0.000002938858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003040152,"about_ca_system_score_gemma":0.0001331262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004774412,"about_ca_topic_score_gemma":0.002073256,"domain_scores_codex":[0.9984306,0.0002071949,0.0003722956,0.0006458046,0.00006896428,0.000275206],"domain_scores_gemma":[0.9993597,0.00004951032,0.0001410923,0.0002558408,0.0001016977,0.00009214036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009184744,0.000085806,0.5820887,0.00005627679,0.00001669039,0.00001097372,0.0006066017,0.000003150587,0.4167934,3.753067e-7,0.0001447237,0.0001014456],"study_design_scores_gemma":[0.001371672,0.0001940267,0.9595536,0.0001106515,0.00001459574,0.000007900301,0.0001292781,0.00003739646,0.03812892,0.0000016988,0.000212083,0.0002381777],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99722,0.000111578,0.00001977901,0.002002211,0.00006217795,0.0004726899,0.00004298602,0.00003063681,0.00003789101],"genre_scores_gemma":[0.9963547,0.00004521657,0.0007983188,0.002573833,0.00005327421,0.00001292437,0.000123675,0.00002389248,0.00001416645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3786645,"threshold_uncertainty_score":0.8205866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0165820335303281,"score_gpt":0.2619117807042368,"score_spread":0.2453297471739087,"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."}}