{"id":"W3216128019","doi":"10.1016/j.cmi.2021.11.008","title":"Predictors and microbiology of respiratory and bloodstream bacterial infection in patients with COVID-19: living rapid review update and meta-regression","year":2021,"lang":"en","type":"review","venue":"Clinical Microbiology and Infection","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":88,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Hospital; Institute for Clinical Evaluative Sciences; Ottawa Hospital; University Health Network; Health Sciences Centre; Sinai Health System; Sunnybrook Health Science Centre; North York General Hospital; University of Toronto; Toronto East General Hospital; Toronto General Hospital; Public Health Ontario; Hotel Dieu Shaver Health and Rehabilitation Centre","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Bloodstream infection; Meta-regression; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Medicine; Microbiology; Meta-analysis; Intensive care medicine; Biology; Virology; Internal medicine; Infectious disease (medical specialty); Outbreak; Disease","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001263308,0.0005610202,0.003304091,0.0002309984,0.0001928382,0.0000136006,0.00007166253,0.001696233,0.0002042124],"category_scores_gemma":[0.0007833514,0.0003488361,0.0002465873,0.0001976972,0.001594126,0.0001039538,0.000234023,0.0008782473,0.000004501846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003264087,"about_ca_system_score_gemma":0.0001932359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005314021,"about_ca_topic_score_gemma":0.0001738142,"domain_scores_codex":[0.9946535,0.002684787,0.001371586,0.0009568623,0.00001331418,0.0003199022],"domain_scores_gemma":[0.9973814,0.001151691,0.001000434,0.0002845669,0.00009174811,0.00009014176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008069755,0.00194121,0.4954165,0.08388907,0.01421141,0.0000260461,0.0001526656,1.810294e-7,0.001939247,0.000153344,0.004720155,0.3967432],"study_design_scores_gemma":[0.001983154,0.0014454,0.01559487,0.01395109,0.009042214,0.0003829612,0.000003869349,2.751375e-8,0.00004303568,0.000005500107,0.9570304,0.000517487],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1779907,0.8205003,0.00001182875,0.00003698833,0.0005080628,0.0007459833,0.0001764972,0.00002411718,0.00000552643],"genre_scores_gemma":[0.003264612,0.9954172,0.00002512619,0.0004277002,0.00004564847,0.00002450412,0.0007325848,0.00002657938,0.00003603527],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9523103,"threshold_uncertainty_score":0.9998963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.043331204316312,"score_gpt":0.3363485607081347,"score_spread":0.2930173563918227,"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."}}