{"id":"W7131893460","doi":"10.5376/jvr.2024.14.0006","title":"Universal Influenza Vaccines: Mechanisms of Broad Protection","year":2024,"lang":"","type":"article","venue":"Journal of Vaccine Research","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Pandemic; Virus; Influenza A virus; Mechanism (biology); Influenza A virus subtype H5N1","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002826309,0.000463962,0.0008003158,0.000855866,0.0002529754,0.001495588,0.0006425646,0.0008916788,0.006225486],"category_scores_gemma":[0.002453347,0.0002952072,0.0003641772,0.0002975772,0.001198186,0.002458335,0.001395081,0.001291582,0.000686109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005477405,"about_ca_system_score_gemma":0.0005966059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001617789,"about_ca_topic_score_gemma":0.000141289,"domain_scores_codex":[0.999254,0.0003132534,0.00003624134,0.0000898332,0.0001139423,0.0001926768],"domain_scores_gemma":[0.9986466,0.0006230163,0.0002316318,0.0002115022,0.0001311029,0.0001561643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004536164,0.0007805865,0.01412425,0.002400453,0.0003937873,0.0004163422,0.001087066,0.001113818,0.2945129,0.1460411,0.007094468,0.5274991],"study_design_scores_gemma":[0.002302295,0.02283337,0.1026055,0.002165431,0.00118461,0.009557772,0.002476204,0.004898053,0.3654701,0.2294951,0.2568724,0.0001391664],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.6035203,0.2798041,0.03268962,0.02370539,0.001647605,0.0005356232,0.0007244269,0.0005758058,0.05679712],"genre_scores_gemma":[0.963246,0.02496108,0.00495377,0.001949617,0.0007170195,0.0001173399,0.0001516404,0.00002591945,0.003877702],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.006225486,"threshold_uncertainty_score":0.02082634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1846845732854615,"score_gpt":0.4667068963175582,"score_spread":0.2820223230320967,"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."}}