{"id":"W2946267182","doi":"10.1080/21645515.2019.1619406","title":"Exploring the potential public health benefits of universal influenza vaccine","year":2019,"lang":"en","type":"article","venue":"Human Vaccines & Immunotherapeutics","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Institute of General Medical Sciences; National Institutes of Health","keywords":"Public health; Virology; Medicine; Environmental health; Influenza vaccine; Vaccination; Cholera vaccine; Immunology; Biology; Vibrio cholerae","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":[0.003385093,0.0006595879,0.0006271187,0.0004318688,0.0001394172,0.0009490467,0.0009252367,0.000855121,0.00462965],"category_scores_gemma":[0.009110081,0.0003141261,0.00106084,0.0003792679,0.0003064455,0.000957288,0.000862512,0.0007741909,0.0001725498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00141094,"about_ca_system_score_gemma":0.002295648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01074097,"about_ca_topic_score_gemma":0.008333903,"domain_scores_codex":[0.9990908,0.0006748983,0.00001807528,0.00007103827,0.00004627842,0.00009883015],"domain_scores_gemma":[0.9962211,0.003056624,0.0003458715,0.00007909427,0.0001810117,0.0001163369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001942891,0.0005360581,0.1348794,0.001955321,0.002150758,0.0006761668,0.0001608425,0.7733393,0.001573382,0.01797989,0.003162012,0.06164404],"study_design_scores_gemma":[0.000484178,0.003687561,0.05786654,0.0008096591,0.002824055,0.000320038,0.0006973258,0.8594991,0.001460763,0.06151338,0.01077872,0.00005870963],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9475124,0.01282274,0.01671835,0.008131316,0.0001441533,0.000161297,0.002155281,0.00008146564,0.01227297],"genre_scores_gemma":[0.9933094,0.002787041,0.002293995,0.0003914149,0.00004877608,0.00004855299,0.0002915539,0.000006774009,0.0008224478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01074097,"threshold_uncertainty_score":0.02135688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2434996672864695,"score_gpt":0.3720331224151644,"score_spread":0.1285334551286949,"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."}}