{"id":"W4375845575","doi":"10.1093/ofid/ofad244","title":"Age Differences in Comorbidities, Presenting Symptoms, and Outcomes of Influenza Illness Requiring Hospitalization: A Worldwide Perspective From the Global Influenza Hospital Surveillance Network","year":2023,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Canadian Institutes of Health Research; National Institutes of Health; Fondation de France; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Moderna; Francis Crick Institute; Sanofi; Illumina; Canadian Frailty Network; GlaxoSmithKline; Bill and Melinda Gates Foundation; OPEC Fund for International Development; AstraZeneca; Pfizer; European Federation of Pharmaceutical Industries and Associations; Sanofi Pasteur; Seqirus; Abbott Laboratories","keywords":"Medicine; Vaccination; Odds ratio; Logistic regression; Intensive care unit; Internal medicine; Diabetes mellitus; Influenza vaccine; Emergency medicine; Intensive care medicine; Pediatrics; Immunology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000360892,0.0003420532,0.0008532006,0.0001160044,0.0005363701,0.000303827,0.000447674,0.00008425052,0.00003960928],"category_scores_gemma":[0.002332909,0.0002508072,0.000133316,0.0012983,0.0006232944,0.0004860464,0.001493881,0.0002278024,0.00001180404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002929737,"about_ca_system_score_gemma":0.0001853781,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01008258,"about_ca_topic_score_gemma":0.006016497,"domain_scores_codex":[0.9973621,0.0002417373,0.0005672806,0.0005407974,0.0005725258,0.000715571],"domain_scores_gemma":[0.9977784,0.0009997896,0.0002650079,0.0004967246,0.0002964308,0.0001636195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001465416,0.0001547683,0.9912004,0.00005958811,0.0005040923,0.00006999596,0.001594615,0.0001937944,0.000001240019,0.004299433,0.001330108,0.0004454335],"study_design_scores_gemma":[0.002169017,0.0001801559,0.981933,0.0003098086,0.00007680074,0.000002289413,0.004863217,0.0001493938,0.000003664377,0.009340891,0.0006762147,0.0002955613],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902995,0.00336276,0.000008728048,0.0007853507,0.0002721416,0.001628474,0.0003897739,0.0001591702,0.003094099],"genre_scores_gemma":[0.9981785,0.0003646951,0.00001370694,0.0008801712,0.0001198035,0.0002932211,0.00004760484,0.00003293779,0.00006936056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009267403,"threshold_uncertainty_score":0.9999944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03763158861252558,"score_gpt":0.3567548625193204,"score_spread":0.3191232739067948,"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."}}