{"id":"W3097279552","doi":"10.1017/ice.2020.1192","title":"VRE Screening and Isolation: One Size Does Not Fit All","year":2020,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Antimicrobial Resistance in Staphylococcus","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Incidence (geometry); Discontinuation; Isolation (microbiology); Vancomycin-resistant Enterococcus; Bacteremia; Infection control; Emergency medicine; Retrospective cohort study; Internal medicine; Pediatrics; Intensive care medicine; Vancomycin; Antibiotics; Staphylococcus aureus","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":[],"consensus_categories":[],"category_scores_codex":[0.0003965359,0.0001689869,0.0006960331,0.00003422198,0.0001059903,0.00001309336,0.00002812306,0.0001908176,0.00007948],"category_scores_gemma":[0.004178354,0.0001268759,0.00009479871,0.00006914023,0.0002106124,0.000105124,0.0000356015,0.0002820214,0.000009436586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001659895,"about_ca_system_score_gemma":0.00001822785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001935601,"about_ca_topic_score_gemma":0.00003230111,"domain_scores_codex":[0.9987352,0.0001421549,0.0004094013,0.0003768393,0.0000598314,0.0002765448],"domain_scores_gemma":[0.9978938,0.001503102,0.000175993,0.0001083418,0.000089536,0.0002292967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001292793,0.00007703365,0.9563615,0.0001593236,0.0003323995,0.00001818402,0.000275199,0.00005406821,0.0138354,0.002109164,0.002570314,0.02291459],"study_design_scores_gemma":[0.003929054,0.001301585,0.9529759,0.00006062678,0.0002019996,0.00002221607,0.00003206616,0.005788292,0.000140224,0.0006802525,0.03464075,0.0002270156],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8010604,0.0009122671,0.04387751,0.1526523,0.0002404568,0.0005464971,0.000030108,0.0001493346,0.0005310733],"genre_scores_gemma":[0.9707683,0.0005856336,0.002428063,0.02541959,0.0006556931,0.00001805728,0.000005921846,0.00001469,0.0001040575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1697079,"threshold_uncertainty_score":0.5173848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04137101896508999,"score_gpt":0.3051360629745374,"score_spread":0.2637650440094474,"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."}}