{"id":"W4416543174","doi":"10.1016/j.vaccine.2025.127967","title":"Funding the priorities of the influenza vaccines research and development roadmap: an evaluation of global investment","year":2025,"lang":"en","type":"article","venue":"Vaccine","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Seventh Framework Programme; Innovative Medicines Initiative; Wellcome Trust","keywords":"Investment (military); Pandemic; Politics; Coronavirus disease 2019 (COVID-19); Pandemic influenza; Developing country; Global health; Influenza vaccine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.06566287,0.001653479,0.001506633,0.00295128,0.001553976,0.007556697,0.002010332,0.004597111,0.02089336],"category_scores_gemma":[0.0914566,0.0005026837,0.001301315,0.003835474,0.001445456,0.00533942,0.00724177,0.004420571,0.001959431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01221915,"about_ca_system_score_gemma":0.08376796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01658355,"about_ca_topic_score_gemma":0.01684463,"domain_scores_codex":[0.9520187,0.02981978,0.001585544,0.0009016892,0.00916886,0.006505441],"domain_scores_gemma":[0.9290644,0.02015358,0.004214671,0.002848482,0.02824313,0.01547564],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01494999,0.001195735,0.04026897,0.007201823,0.00119419,0.0005088145,0.00140893,0.00472049,0.002720508,0.1014024,0.3260937,0.4983346],"study_design_scores_gemma":[0.004724096,0.005882721,0.1032622,0.009241197,0.00214587,0.0007492565,0.01059492,0.006359852,0.004083209,0.03831347,0.8144149,0.0002284679],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09743052,0.03627207,0.0095206,0.5911927,0.02144209,0.003572889,0.02302963,0.000505333,0.2170343],"genre_scores_gemma":[0.7812544,0.04342658,0.03895613,0.05747648,0.004427183,0.004078304,0.02211083,0.0005697017,0.04770036],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9343371,"threshold_uncertainty_score":0.3472626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2933446546858917,"score_gpt":0.4946839338183526,"score_spread":0.2013392791324609,"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."}}