{"id":"W7111137689","doi":"10.1371/journal.pmed.1004655.s001","title":"S1 Text - The potential global health impact and cost-effectiveness of next-generation influenza vaccines: A modelling analysis","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vaccination; Inference; Centroid; Matching (statistics); Influenza A virus; Masking (illustration); Cluster (spacecraft); Pandemic; Epidemic model","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002292273,0.001970812,0.00123325,0.002295901,0.0008176994,0.002505925,0.003249007,0.002669355,0.7199627],"category_scores_gemma":[0.020022,0.0009874569,0.002170166,0.003414708,0.0002904337,0.002487113,0.001466361,0.001768985,0.2094481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00191576,"about_ca_system_score_gemma":0.003453899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01828495,"about_ca_topic_score_gemma":0.02346265,"domain_scores_codex":[0.9993495,0.0002228639,0.00007677499,0.0001065558,0.0001755012,0.00006879421],"domain_scores_gemma":[0.9883314,0.009090692,0.0005349272,0.0003610428,0.00148702,0.0001950451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001908599,0.00006971401,0.002144072,0.003195424,0.0001107529,0.0001216922,0.00006942454,0.02008161,0.0002572894,0.005676323,0.9538924,0.01419046],"study_design_scores_gemma":[0.0008212229,0.0002237049,0.005109426,0.003860146,0.0002261413,0.0002557265,0.0005317613,0.04623442,0.0007193783,0.02684182,0.9150504,0.0001259485],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.0006317695,0.0001907479,0.004688841,0.0009563265,0.0004093439,0.0002511631,0.982524,0.0009979549,0.009349999],"genre_scores_gemma":[0.02623533,0.001574466,0.03216058,0.002545687,0.0006146569,0.004028192,0.8872578,0.003244999,0.04233827],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7199627,"threshold_uncertainty_score":0.3994392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1940942445315155,"score_gpt":0.4577189378250405,"score_spread":0.263624693293525,"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."}}