{"id":"W4387521827","doi":"10.1093/cid/ciad627","title":"Influenza Hospitalization Burden by Subtype, Age, Comorbidity, and Vaccination Status: 2012–2013 to 2018–2019 Seasons, Quebec, Canada","year":2023,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre hospitalier de l'Université Laval; BC Centre for Disease Control; Institut universitaire de cardiologie et de pneumologie de Québec; Université de Sherbrooke; Université de Montréal; Université Laval; Institut National de Santé Publique du Québec","funders":"Ministère de la Santé et des Services sociaux","keywords":"Medicine; Comorbidity; Vaccination; Incidence (geometry); Context (archaeology); Pediatrics; Confidence interval; Population; Demography; Internal medicine; Environmental health; Immunology","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":[0.0008983185,0.0007126803,0.0006233684,0.001567715,0.002308707,0.001229213,0.001911129,0.000545903,0.00312885],"category_scores_gemma":[0.002203763,0.000377439,0.001149374,0.003984761,0.0005710321,0.0005563322,0.0009246239,0.0009067691,0.0003334186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05276879,"about_ca_system_score_gemma":0.0444192,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9981363,"about_ca_topic_score_gemma":0.9985797,"domain_scores_codex":[0.9988953,0.0000717783,0.00009232509,0.0002426161,0.000320621,0.0003772688],"domain_scores_gemma":[0.9962115,0.0001121526,0.0006337147,0.0001060188,0.002065173,0.0008714524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001058815,0.0000218208,0.985688,0.00008216149,0.0001861719,0.00005001228,0.000154788,0.0005057089,0.0001474063,0.00009219622,0.008522773,0.004443203],"study_design_scores_gemma":[0.00001366709,0.00001604545,0.9969983,0.00007091525,0.00005573346,0.00004096693,0.0002510426,0.0007853414,0.00004487839,0.00001810892,0.001692672,0.00001225961],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8363016,0.008371489,0.001028835,0.002772067,0.0001549185,0.000240445,0.1439986,0.0001869274,0.006945151],"genre_scores_gemma":[0.9745691,0.001684145,0.0006111066,0.0004409165,0.00003658612,0.00007022744,0.02077858,0.00002263257,0.001786619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05276879,"threshold_uncertainty_score":0.3828661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05699806386534995,"score_gpt":0.4039926285599412,"score_spread":0.3469945646945913,"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."}}