{"id":"W4412091202","doi":"10.17269/s41997-025-01049-x","title":"Hospital burden of influenza, respiratory syncytial virus, and other respiratory viruses in Canada, seasons 2010/2011 to 2018/2019","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Public Health","topic":"Respiratory viral infections research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Human metapneumovirus; Medicine; Population; Poisson regression; Metapneumovirus; Human Parainfluenza Virus; Respiratory system; Influenza A virus; Virology; Virus; Pediatrics; Respiratory tract infections; Environmental health; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0008852725,0.0007169498,0.0004511631,0.001131757,0.001159021,0.00127977,0.001359857,0.000410108,0.001767743],"category_scores_gemma":[0.002615284,0.0003963461,0.001013507,0.001300759,0.0004558551,0.0004278677,0.0007676563,0.0007784898,0.0002517123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.044968,"about_ca_system_score_gemma":0.05396171,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9956416,"about_ca_topic_score_gemma":0.9939759,"domain_scores_codex":[0.9993988,0.00006551392,0.00003544871,0.0001046121,0.0001880595,0.0002073893],"domain_scores_gemma":[0.9987499,0.0001012989,0.0002135491,0.00002797436,0.0007322485,0.0001750435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001411862,0.00007627144,0.9091366,0.0002122619,0.0004544867,0.0002374932,0.0003059508,0.06387807,0.0003270281,0.002164167,0.01304749,0.01001905],"study_design_scores_gemma":[0.0001060314,0.0001053218,0.7274716,0.0003558583,0.0004344022,0.0003503525,0.00152329,0.2530112,0.0003904813,0.001154753,0.01501987,0.00007684693],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9302917,0.00385807,0.004883145,0.004261444,0.0001114782,0.0002296349,0.04701866,0.0003182175,0.009027674],"genre_scores_gemma":[0.9806629,0.001577524,0.00251837,0.0002461174,0.00002487666,0.00007145081,0.01126454,0.00002798697,0.003606255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.044968,"threshold_uncertainty_score":0.3262672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0911509705577297,"score_gpt":0.3723027987028881,"score_spread":0.2811518281451584,"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."}}