{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002609437,0.0003001548,0.000496749,0.0003531357,0.0002850174,0.00005350492,0.0002150156,0.00009295104,0.0004545118],"category_scores_gemma":[0.0005305735,0.0002244951,0.000095412,0.0010759,0.00001933056,0.0002548717,0.0002033273,0.0003656421,0.00009131755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002087701,"about_ca_system_score_gemma":0.0003530918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007495137,"about_ca_topic_score_gemma":0.00005010507,"domain_scores_codex":[0.9981224,0.00005069402,0.0003858168,0.0004575563,0.0004609852,0.0005225556],"domain_scores_gemma":[0.9983059,0.0002095412,0.00009545032,0.0005644081,0.0007078781,0.0001168184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01159317,0.0008490778,0.6690806,0.001746082,0.001907767,0.000203957,0.001001583,0.0002287761,0.1277482,0.005067957,0.02378679,0.156786],"study_design_scores_gemma":[0.008790645,0.0004330164,0.8723843,0.0006724864,0.0001670488,0.00003334105,0.0002446891,0.0003793933,0.07968502,0.0001854729,0.03669369,0.0003309674],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9660111,0.004632149,0.001337752,0.003035301,0.0001977159,0.0009695522,0.000007858584,0.0002903886,0.02351816],"genre_scores_gemma":[0.9903219,0.0002938739,0.001750884,0.002931637,0.0001929135,0.0001244485,0.00001016433,0.00003242396,0.004341698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2033036,"threshold_uncertainty_score":0.9154645,"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."}}