{"id":"W4410512566","doi":"10.1016/j.jvacx.2025.100662","title":"Seasonal influenza vaccination: Overcoming immunosenescence with enhanced vaccines","year":2025,"lang":"en","type":"article","venue":"Vaccine X","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Seqirus","keywords":"Immunosenescence; Vaccination; Virology; Seasonal influenza; Immunology; Medicine; Biology; Coronavirus disease 2019 (COVID-19); Immune system; Internal medicine; Infectious disease (medical specialty); Disease","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":[0.002510321,0.0002664975,0.0003843427,0.0003124418,0.0001255431,0.0005231969,0.0003951883,0.0005432858,0.002593467],"category_scores_gemma":[0.002298245,0.00009636211,0.0004483504,0.0002172348,0.0002115523,0.001049052,0.0006205731,0.000810202,0.0004214538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002821363,"about_ca_system_score_gemma":0.0005809797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00041264,"about_ca_topic_score_gemma":0.0008997738,"domain_scores_codex":[0.9994081,0.0003583714,0.00002777262,0.000045489,0.000093018,0.00006716679],"domain_scores_gemma":[0.999611,0.0001418355,0.00008500342,0.00003146489,0.00006204404,0.00006873861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00262112,0.00188733,0.004922236,0.005358438,0.0004049041,0.0002043335,0.0002321731,0.001010522,0.0266766,0.007103872,0.01412475,0.9354538],"study_design_scores_gemma":[0.003773505,0.05791994,0.08668494,0.01073606,0.001711864,0.002654994,0.0007800101,0.003408525,0.04647901,0.02101603,0.7647148,0.0001203506],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3176751,0.5951351,0.01786511,0.03686981,0.004582224,0.001214799,0.0006190246,0.0002821192,0.02575658],"genre_scores_gemma":[0.6469305,0.2910828,0.03488789,0.01396171,0.004462098,0.0007734295,0.0007217955,0.00005238327,0.007127509],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002593467,"threshold_uncertainty_score":0.01327604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03020523468422471,"score_gpt":0.3594964078762158,"score_spread":0.3292911731919911,"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."}}