{"id":"W3166844536","doi":"10.1097/cce.0000000000000430","title":"Epidemiological and Clinical Characterization of Superinfections in Critically Ill Coronavirus Disease 2019 Patients","year":2021,"lang":"en","type":"article","venue":"Critical Care Explorations","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Epidemiology; Critically ill; Coronavirus; Medicine; Disease; Coronavirus disease 2019 (COVID-19); Intensive care medicine; Virology; Infectious disease (medical specialty); Pathology","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":[0.000574235,0.0002184523,0.0002845405,0.0009351042,0.0004298267,0.0005525735,0.0002687953,0.000541439,0.001388549],"category_scores_gemma":[0.002538083,0.0002733991,0.0003106721,0.0006004254,0.0003180432,0.0006490877,0.0005007935,0.0004102532,0.000190597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003172213,"about_ca_system_score_gemma":0.0002970239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002134521,"about_ca_topic_score_gemma":0.002391802,"domain_scores_codex":[0.9993273,0.0001519502,0.0001265347,0.0001302367,0.0001180673,0.0001459998],"domain_scores_gemma":[0.9971535,0.000399884,0.0017549,0.00008737363,0.000211001,0.0003933691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003965989,0.000008115812,0.9993238,0.000003607568,0.00000539879,0.0000722938,0.00003931228,0.000009533116,0.0001433286,0.000003924169,0.00002237982,0.0003286408],"study_design_scores_gemma":[0.000001935825,0.00006812852,0.9990627,0.0000038225,0.000002838158,0.0005125721,0.0001865459,0.00006587662,0.00003932435,0.000005048978,0.00004932336,0.000001964107],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999517,0.0001405485,0.00004430771,0.00002202864,0.000002969635,0.000006859054,0.0001069551,0.000001411767,0.000157999],"genre_scores_gemma":[0.999534,0.00006202827,0.00007216102,0.00001629825,0.00001234666,0.000007807063,0.0002562142,6.865032e-7,0.00003841914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002134521,"threshold_uncertainty_score":0.004645169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05417296177364609,"score_gpt":0.3584024895568321,"score_spread":0.304229527783186,"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."}}