{"id":"W4415541914","doi":"10.1016/j.vaccine.2025.127883","title":"Future considerations for influenza virus vaccines","year":2025,"lang":"en","type":"article","venue":"Vaccine","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Pfizer","keywords":"","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":[0.056987,0.001509541,0.004610377,0.003334464,0.003581143,0.009882948,0.005395053,0.038195,0.04194482],"category_scores_gemma":[0.07275699,0.001130248,0.00426619,0.001798745,0.008012309,0.01630735,0.004492539,0.01988893,0.007724321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007202566,"about_ca_system_score_gemma":0.03366242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01061169,"about_ca_topic_score_gemma":0.0226242,"domain_scores_codex":[0.9788077,0.01181361,0.002137475,0.001609304,0.003319903,0.002311975],"domain_scores_gemma":[0.8861782,0.06451283,0.005019973,0.003520889,0.02397551,0.01679272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002698824,0.0008282911,0.003340111,0.005412011,0.0005323811,0.00163613,0.0005649347,0.002257741,0.001963554,0.09714388,0.5904126,0.2932096],"study_design_scores_gemma":[0.0006920394,0.001169592,0.003439145,0.007527772,0.0005590871,0.001212745,0.002551197,0.0009823553,0.0004507809,0.103108,0.8780767,0.0002304881],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0008232606,0.1668197,0.001568529,0.8014562,0.01965639,0.00007887718,0.0003908715,0.0001529522,0.009053216],"genre_scores_gemma":[0.03315379,0.2563381,0.02003642,0.560501,0.1120595,0.0007855808,0.001074302,0.0001827505,0.01586865],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.056987,"threshold_uncertainty_score":0.3013797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06734072252101106,"score_gpt":0.398098295334989,"score_spread":0.330757572813978,"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."}}