{"id":"W4405495443","doi":"10.1093/ofid/ofae701","title":"Prevalence and Predictors of Concomitant Bacterial Infections in Patients With Respiratory Viruses in Ontario: A Cohort Study","year":2024,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Respiratory viral infections research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Hotel Dieu Shaver Health and Rehabilitation Centre; Ottawa Hospital; University of Toronto; Public Health Ontario; McMaster University","funders":"Canadian Institutes of Health Research; Ontario Ministry of Health and Long-Term Care","keywords":"Concomitant; Coinfection; Medicine; Virology; Population; Cohort; Odds ratio; Immunology; Microbiology; Virus; Internal medicine; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003699989,0.0002307777,0.0004815818,0.0006932266,0.00009808548,0.0001754209,0.0001343525,0.00007984915,0.0003500495],"category_scores_gemma":[0.0002690423,0.0001876099,0.00005186675,0.0007423102,0.0002134412,0.0007311684,0.0002636305,0.0003830161,0.00001145325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006368504,"about_ca_system_score_gemma":0.0009796635,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0331458,"about_ca_topic_score_gemma":0.1984106,"domain_scores_codex":[0.9979861,0.0002330549,0.0005309697,0.0005362471,0.000392603,0.0003210443],"domain_scores_gemma":[0.9990412,0.0001631505,0.0000796309,0.0003886822,0.0001459345,0.0001813958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007728022,0.003399163,0.9946955,0.0001759987,0.0001966514,0.00005598005,0.0001894653,0.00001803368,0.00004682093,0.00005666084,0.0001515143,0.0002413746],"study_design_scores_gemma":[0.004746822,0.007070043,0.9862924,0.0004961054,0.0001646638,0.000005945771,0.00006879909,0.000006262813,0.00003756603,0.00003557781,0.000897521,0.0001783597],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922253,0.0001479724,0.000001727537,0.000009241438,0.0002301055,0.004600848,0.00006495249,0.00006911159,0.002650721],"genre_scores_gemma":[0.9990155,0.000009063562,0.000002359734,0.0000873797,0.00002219102,0.0007181363,0.00001019261,0.00003693455,0.00009824078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1652648,"threshold_uncertainty_score":0.9732926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02139144846169659,"score_gpt":0.3207587395613554,"score_spread":0.2993672910996588,"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."}}