{"id":"W4366975805","doi":"10.1038/s41598-023-33569-2","title":"The burden of incidental SARS-CoV-2 infections in hospitalized patients across pandemic waves in Canada","year":2023,"lang":"en","type":"article","venue":"Scientific Reports","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Abbotsford Veterinary Clinic; Kelowna General Hospital; Eagle Ridge Hospital; Royal Inland Hospital; Royal Columbian Hospital; South Health Campus; University of Alberta Hospital; Saint John Regional Hospital; St. Paul's Hospital; Saskatoon City Hospital; University of British Columbia; Health Sciences North; Kingston General Hospital; Hotel Dieu Hospital; Rockyview General Hospital; Toronto Western Hospital; North York General Hospital; Juravinski Hospital; Science North; Ottawa Hospital; Victoria Hospital; Sunnybrook Hospital; Hamilton General Hospital; McGill University Health Centre; Lions Gate Hospital; Université Laval; Dalhousie University; Hôpital Saint-François d'Assise; Institut universitaire de cardiologie et de pneumologie de Québec; Canadian Patient Safety Institute; Jewish General Hospital; Hôpital de l'Enfant-Jésus; Royal Victoria Hospital; Surrey Memorial Hospital; University of Saskatchewan; Cégep de Lévis; Queen's University; Dartmouth General Hospital; Sunnybrook Health Science Centre; Alberta Hospital Edmonton; Royal University Hospital; Centre intégré de santé et de services sociaux de Chaudière-Appalaches; Hôpital du Sacré-Cœur de Montréal; London Health Sciences Centre; McGill University; Hôtel-Dieu de Québec; Health Sciences Centre; University of Calgary; Vancouver General Hospital; Royal Alexandra Hospital; Foothills Medical Centre; Hôpital du Saint-Sacrement; University of Alberta; University of Toronto; Centre hospitalier de l'Université Laval; University Health Network","funders":"Ministry of Colleges and Universities; Canadian Institutes of Health Research; Genome British Columbia; Saskatchewan Health Research Foundation","keywords":"Medicine; Pandemic; Retrospective cohort study; Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Emergency medicine; Cohort; Emergency department; Young adult; Cohort study; Health care; Pediatrics; Severity of illness; Internal medicine; Intensive care medicine; Disease; Infectious disease (medical specialty)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003803369,0.0003740764,0.000505764,0.001479365,0.002429751,0.001297993,0.001027617,0.0004427388,0.001221867],"category_scores_gemma":[0.001805381,0.0004067322,0.0005946298,0.003401736,0.0008394924,0.000429889,0.001318869,0.0005805281,0.0001003822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02507904,"about_ca_system_score_gemma":0.03016267,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9914519,"about_ca_topic_score_gemma":0.9939874,"domain_scores_codex":[0.9990708,0.00005320323,0.00007398113,0.0001482242,0.0002806568,0.0003731387],"domain_scores_gemma":[0.9983735,0.00007697943,0.0003997315,0.00005365344,0.0005598052,0.0005362539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004407723,0.00001142672,0.9968071,0.00001606059,0.00003128476,0.0000895272,0.0003380636,0.00009988985,0.000169814,0.00004464016,0.000297798,0.002050339],"study_design_scores_gemma":[0.000003014375,0.00001152785,0.9988392,0.00001443282,0.00001109511,0.00005833926,0.0006801652,0.0001591004,0.00002738145,0.00001093645,0.000178213,0.000006630407],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965795,0.0003218771,0.00005712949,0.0002210196,0.000007125502,0.0000250399,0.00191827,0.000006744655,0.0008633789],"genre_scores_gemma":[0.9982561,0.0003782773,0.00009903439,0.00007752288,0.000004847052,0.000007526796,0.0009694733,0.000003009617,0.0002041295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02507904,"threshold_uncertainty_score":0.181962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03920761936348711,"score_gpt":0.3706544753096659,"score_spread":0.3314468559461788,"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."}}