{"id":"W3182518092","doi":"10.1007/s10096-021-04309-z","title":"Population-based surveillance of Enterobacter cloacae complex causing blood stream infections in a centralized Canadian region","year":2021,"lang":"en","type":"article","venue":"European Journal of Clinical Microbiology & Infectious Diseases","topic":"Enterobacteriaceae and Cronobacter Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Provincial Laboratory of Public Health; Calgary Laboratory Services; University of Guelph; University of Calgary; University of Alberta","funders":"Alberta Precision Laboratories","keywords":"Enterobacter cloacae; Enterobacter; Population; Medical microbiology; Biology; Incidence (geometry); Medicine; Microbiology; Enterobacteriaceae; Environmental health; Genetics; Gene","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":[0.00049753,0.0001674865,0.0004710867,0.0001615288,0.0000672366,0.00003095291,0.0001543869,0.00007504345,0.0000887621],"category_scores_gemma":[0.0007288052,0.00015873,0.0003847561,0.0001594443,0.0001478286,0.00001134632,0.00006882598,0.0002693103,0.000003750958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000367435,"about_ca_system_score_gemma":0.0005053898,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001027224,"about_ca_topic_score_gemma":0.02114177,"domain_scores_codex":[0.996224,0.002023146,0.001101922,0.0002816246,0.00005021543,0.000319107],"domain_scores_gemma":[0.9984576,0.0001255854,0.0005074132,0.0002816339,0.0003632449,0.0002645031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001757397,0.0006669592,0.9413195,0.00002307559,0.0001866111,0.0002429263,0.000006587956,0.0001087471,0.05654573,0.000004171106,0.0002582791,0.0004617245],"study_design_scores_gemma":[0.003404772,0.0007114818,0.9875676,0.0001052399,0.00006316875,0.0005543208,0.00001138698,0.000002925453,0.001743741,0.000006580937,0.005675824,0.0001529842],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998614,0.0002902003,0.0001244357,0.0001482487,0.000374138,0.0000956798,0.0001201307,0.000006155744,0.0002270568],"genre_scores_gemma":[0.9984568,0.0003114129,0.00006432167,0.0003990039,0.0002539527,0.000001077585,0.0004674781,0.0000249796,0.0000209912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05480199,"threshold_uncertainty_score":0.9967198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02764095283799747,"score_gpt":0.3151827300516669,"score_spread":0.2875417772136694,"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."}}