{"id":"W3012868903","doi":"10.1001/jama.2020.2717","title":"Prevalence and Outcomes of Infection Among Patients in Intensive Care Units in 2017","year":2020,"lang":"en","type":"article","venue":"JAMA","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":1022,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Intensive care unit; Observational study; Intensive care; Pediatrics; Infection control; Antibiotics; Retrospective cohort study; Emergency medicine; Intensive care medicine; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008734413,0.0003494902,0.0003405374,0.0009208715,0.0004734258,0.0008365808,0.0006290714,0.0004705474,0.001252115],"category_scores_gemma":[0.002197265,0.0002812344,0.0003901364,0.001457546,0.0004240882,0.0009727037,0.0009545034,0.0007324758,0.0002700841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001225626,"about_ca_system_score_gemma":0.001418144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01571817,"about_ca_topic_score_gemma":0.0170364,"domain_scores_codex":[0.9992346,0.0001516561,0.0001384779,0.0001333961,0.0001677797,0.0001740138],"domain_scores_gemma":[0.9971187,0.0001368633,0.00187358,0.000058275,0.0003306968,0.0004819063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003180249,0.00001707297,0.9991886,0.00001189057,0.00001363592,0.00002704154,0.00005600851,0.00001116023,0.00004002134,0.000005232053,0.0001486002,0.0004489098],"study_design_scores_gemma":[0.00000436788,0.00004172981,0.9994276,0.00001534305,0.000006445491,0.00008387057,0.000221769,0.00006071107,0.00002985585,0.00001124271,0.00009460691,0.00000262558],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970034,0.0003828996,0.00007211472,0.0001728542,0.00001769478,0.00002275355,0.001988788,0.000004936142,0.0003345872],"genre_scores_gemma":[0.9969222,0.0003127308,0.0001099798,0.00008569672,0.00003823475,0.00003322809,0.002368984,0.000002042611,0.0001269332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01571817,"threshold_uncertainty_score":0.03125334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02723828734441614,"score_gpt":0.2976725292909473,"score_spread":0.2704342419465312,"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."}}