{"id":"W7117883841","doi":"10.64898/2025.12.27.25343084","title":"Population Attributable Mortality Associated with Respiratory Viruses in Ontario","year":2025,"lang":"","type":"article","venue":"medRxiv","topic":"Respiratory viral infections research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada; Public Health Ontario; University of Toronto","funders":"Public Health Agency; Public Health Agency of Canada; Seqirus; Pfizer","keywords":"Seasonal influenza; Population; Pandemic; Vaccination; Mortality rate; Influenza A virus; Orthomyxoviridae; Outbreak","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":[0.000460449,0.0003121185,0.000299736,0.0008432922,0.0007556533,0.0005637965,0.0007388167,0.0001809794,0.002345653],"category_scores_gemma":[0.00200875,0.000184789,0.0006386318,0.001556729,0.0003448617,0.0002532278,0.0005879847,0.0002693574,0.0001477328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02579717,"about_ca_system_score_gemma":0.02090283,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9927942,"about_ca_topic_score_gemma":0.9931145,"domain_scores_codex":[0.9995244,0.00004657071,0.00003146715,0.00008840645,0.000180504,0.0001287573],"domain_scores_gemma":[0.9986073,0.0001332365,0.0003815464,0.00004865384,0.0006154849,0.0002138192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009343644,0.00001120164,0.9899343,0.0001140368,0.0001268574,0.0001089775,0.0005053371,0.001551362,0.0003050558,0.0002605737,0.002106623,0.004882285],"study_design_scores_gemma":[0.000009458457,0.0000188267,0.9959176,0.00002635247,0.00003762672,0.00005039902,0.0002591019,0.001338972,0.00008789585,0.00007716975,0.00216739,0.000009198384],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720534,0.001590805,0.0007331424,0.0005759809,0.00002864716,0.00007368929,0.01989216,0.00005472635,0.004997468],"genre_scores_gemma":[0.9947315,0.0004170952,0.000214633,0.00004183219,0.000007815554,0.00002318189,0.003082192,0.000006562873,0.001475093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02579717,"threshold_uncertainty_score":0.1871725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1218297518410077,"score_gpt":0.3895884909628581,"score_spread":0.2677587391218504,"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."}}