{"id":"W4317215119","doi":"10.21203/rs.3.rs-2457072/v1","title":"The Burden of Incidental Sars-cov-2 Infections in Hospitalized Patients Across Pandemic Waves in Canada","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McGill University; University of British Columbia; University of Calgary; University of Alberta","funders":"Ministry of Colleges and Universities; Canadian Institutes of Health Research; Genome British Columbia; Saskatchewan Health Research Foundation","keywords":"Medicine; Pandemic; Coronavirus disease 2019 (COVID-19); Retrospective cohort study; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Emergency department; Cohort; Emergency medicine; Health care; Pediatrics; Internal medicine; Disease; Infectious disease (medical specialty); Psychiatry","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":[0.0003293429,0.00037186,0.0004501767,0.001275619,0.002319775,0.001263905,0.001045673,0.0004786359,0.001533498],"category_scores_gemma":[0.001622746,0.0003519876,0.0005194744,0.003128332,0.0007173654,0.0003992626,0.001273815,0.0006296193,0.0001102477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02009009,"about_ca_system_score_gemma":0.02432669,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9889585,"about_ca_topic_score_gemma":0.9920442,"domain_scores_codex":[0.9991725,0.00005184033,0.00005677172,0.0001272129,0.000219338,0.0003722921],"domain_scores_gemma":[0.9983546,0.00007429832,0.0004108035,0.00004685936,0.0005684198,0.0005449637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003923793,0.00001173919,0.9974644,0.00001281771,0.00002531155,0.00007174516,0.0002459676,0.00007580966,0.0001464278,0.00003965002,0.0003084502,0.001558451],"study_design_scores_gemma":[0.000003083947,0.00001329992,0.9986365,0.00001536281,0.000010788,0.00005433449,0.0008141982,0.0002057581,0.00003026129,0.00001271212,0.0001972486,0.000006374967],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962877,0.0002629671,0.00006379001,0.0002112704,0.000008282384,0.00002475933,0.002268368,0.000005738594,0.0008670813],"genre_scores_gemma":[0.998574,0.0002310718,0.00008253627,0.00006178263,0.000004278025,0.00000628922,0.0008594004,0.000002302269,0.0001783511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02009009,"threshold_uncertainty_score":0.1457645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1518645359221855,"score_gpt":0.5012305018401452,"score_spread":0.3493659659179597,"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."}}