{"id":"W4403749945","doi":"10.1093/jacamr/dlae157","title":"Evaluating the costs of <i>Escherichia coli</i> bloodstream infections: a population-based cohort study in a large metropolitan Canadian region","year":2024,"lang":"en","type":"article","venue":"JAC-Antimicrobial Resistance","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Health Services","funders":"Ministry of Economic Development and Trade, Government of Alberta; Ministero dello Sviluppo Economico; Government of Alberta","keywords":"Medicine; Sulfamethoxazole; Trimethoprim; Population; Ceftriaxone; Cohort; Escherichia coli; Retrospective cohort study; Internal medicine; Bacteremia; Microbiology; Antibiotics; Biology; Environmental health","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":[0.0009051576,0.0001416659,0.00018104,0.0001233806,0.0001741027,0.00009925669,0.000176477,0.00009602869,0.00001739566],"category_scores_gemma":[0.0007922353,0.0001289914,0.00008704793,0.0005278812,0.00004768573,0.000009465973,0.00002821208,0.0001420244,0.000004583277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000292999,"about_ca_system_score_gemma":0.0004810416,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06211524,"about_ca_topic_score_gemma":0.5410882,"domain_scores_codex":[0.9984031,0.0003372012,0.0004294241,0.0004304075,0.0001396296,0.0002602947],"domain_scores_gemma":[0.9991319,0.00008181186,0.0001107656,0.0004640698,0.000145964,0.00006549928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005305339,0.0002091684,0.7206444,0.00006323147,0.0000489142,0.000004434859,0.00007412856,0.00006591606,0.2776322,0.0003208291,0.0007867069,0.00009707249],"study_design_scores_gemma":[0.0007424844,0.0002287782,0.9831262,0.0002759333,0.00009936841,0.000002853966,0.0002579882,0.0009362099,0.01195267,0.00003272633,0.002052779,0.0002920468],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977675,0.0001698827,0.0001390828,0.0003293643,0.0002624006,0.0008507214,0.00006374935,0.00002247646,0.0003948377],"genre_scores_gemma":[0.9987114,0.0000113175,0.0003282821,0.0002030622,0.00008511115,0.00006321446,0.0001499397,0.00002296301,0.0004246836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4789729,"threshold_uncertainty_score":0.9441302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02031143365091544,"score_gpt":0.312479416300163,"score_spread":0.2921679826492476,"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."}}