{"id":"W2569779210","doi":"10.1371/journal.pone.0169344","title":"The Annual Burden of Seasonal Influenza in the US Veterans Affairs Population","year":2017,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Sanofi Pasteur; Centers for Disease Control and Prevention; Sanofi","keywords":"Veterans Affairs; Medicine; Emergency department; Population; Life expectancy; Seasonal influenza; Public health; Demography; Indirect costs; Emergency medicine; Health care; Environmental health; Gerontology; Medical emergency; Disease; Internal medicine; Coronavirus disease 2019 (COVID-19); Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0007200265,0.0002065089,0.0002132203,0.0006670398,0.0002720125,0.0006879459,0.0002578399,0.0002491159,0.002512677],"category_scores_gemma":[0.002598241,0.0001282779,0.000471047,0.00130904,0.0001403864,0.0003339266,0.0005844223,0.0004562872,0.0004874102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001096898,"about_ca_system_score_gemma":0.001113929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06581683,"about_ca_topic_score_gemma":0.05288658,"domain_scores_codex":[0.9993235,0.0002333445,0.00007486955,0.00007147851,0.0002174976,0.0000793334],"domain_scores_gemma":[0.999416,0.00007564417,0.0002275859,0.00002324774,0.0001757656,0.00008185374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001189776,0.00007159208,0.9005293,0.000267964,0.0004500233,0.0001740784,0.000267028,0.002392655,0.000372466,0.0008500663,0.02715117,0.0673546],"study_design_scores_gemma":[0.00002005909,0.000155853,0.972648,0.000364661,0.0002264105,0.0003650325,0.0007391637,0.00362074,0.0001053424,0.0005225621,0.02121688,0.00001524439],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9141158,0.02114049,0.001354254,0.005859212,0.0005119391,0.0001484281,0.04052676,0.0001325635,0.01621054],"genre_scores_gemma":[0.9746789,0.009752571,0.0008213094,0.000743832,0.0002917275,0.0000899826,0.0115208,0.00001215867,0.002088656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06581683,"threshold_uncertainty_score":0.1308674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1204638848767811,"score_gpt":0.368705306434756,"score_spread":0.2482414215579749,"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."}}