{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001068949,0.0001035117,0.0002743671,0.00004207997,0.0001239207,0.00001124983,0.00005350862,0.0001863871,0.0002196636],"category_scores_gemma":[0.005573221,0.00009319153,0.00008369362,0.0001243976,0.0005739756,0.00014724,0.000068314,0.000220035,0.00005494569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001868708,"about_ca_system_score_gemma":0.00009922806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000770858,"about_ca_topic_score_gemma":0.00003870274,"domain_scores_codex":[0.9985862,0.000406656,0.0004820654,0.0002930722,0.00003296436,0.0001990676],"domain_scores_gemma":[0.998229,0.0006524344,0.00002765058,0.0001782201,0.000843917,0.00006876349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001153364,0.001366146,0.9072449,0.000146851,0.00003527043,0.00003345896,0.0003163876,0.000001451973,0.02461049,0.06088802,0.0001339969,0.005107668],"study_design_scores_gemma":[0.0005520734,0.0001430784,0.9942939,0.000073943,0.0000593011,0.000003123753,0.0005675194,0.000008454627,0.001139205,0.0006711001,0.002360097,0.0001282626],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919555,0.001369158,0.003530552,0.001825704,0.0005884318,0.0001405209,0.000356533,0.00002842141,0.0002051486],"genre_scores_gemma":[0.9976451,0.0004447592,0.0001918869,0.0005921174,0.00002911649,0.00001057885,0.0009902067,0.000007815395,0.00008844625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08704891,"threshold_uncertainty_score":0.6672068,"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."}}