{"id":"W4312221787","doi":"10.1016/j.eclinm.2022.101781","title":"Antimicrobial resistance and mortality following E. coli bacteremia","year":2022,"lang":"en","type":"article","venue":"EClinicalMedicine","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Health Sciences Centre; Public Health Ontario; University of Toronto; Institute for Clinical Evaluative Sciences; Sinai Health System; Sunnybrook Health Science Centre","funders":"Canadian Institutes of Health Research; Ministry of Health -Singapore; Ontario Ministry of Health and Long-Term Care; Institute for Clinical Evaluative Sciences","keywords":"Medicine; Cephalosporin; Odds ratio; Internal medicine; Bacteremia; Drug resistance; Antibiotics; Antibiotic resistance; Antimicrobial; Logistic regression; Microbiology; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006963297,0.000140013,0.0002612689,0.0000233997,0.0002097628,0.00001371141,0.0002151646,0.00007966374,0.0001403349],"category_scores_gemma":[0.0002962188,0.0001376017,0.0000965146,0.0000932249,0.0001742982,0.00000321377,0.0003103547,0.0002043141,0.000003688145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001986324,"about_ca_system_score_gemma":0.00007626202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001024312,"about_ca_topic_score_gemma":0.00003477661,"domain_scores_codex":[0.9985771,0.0001305873,0.0003970497,0.0004603821,0.0001955877,0.0002392939],"domain_scores_gemma":[0.9992415,0.00005040029,0.0001288158,0.0004535128,0.00002399809,0.0001017455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004909544,0.0001523725,0.6062825,0.00006186962,0.0001849396,0.0001136572,0.00005633626,0.000004422247,0.3349884,0.0001514241,0.05712653,0.0003865746],"study_design_scores_gemma":[0.002619351,0.0004227607,0.7580706,0.00007047845,0.0001133343,0.00003130127,0.0001566721,0.000009975198,0.004892417,0.0002185302,0.2329665,0.0004279822],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956592,0.0005672014,0.0001507678,0.0007816313,0.0007757766,0.0001755113,0.00003269704,0.00001793609,0.001839265],"genre_scores_gemma":[0.9943326,0.0001384039,0.0007766145,0.001541056,0.0004313686,0.000008581698,0.0001311871,0.0000228151,0.002617385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.330096,"threshold_uncertainty_score":0.5611234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01888098053275245,"score_gpt":0.3096268293531376,"score_spread":0.2907458488203852,"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."}}