{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01525561,0.0005723843,0.001726148,0.00637535,0.0004566655,0.0002626496,0.001043619,0.0005197673,0.002104785],"category_scores_gemma":[0.007069596,0.0004420964,0.0008502093,0.005497128,0.0002529094,0.001160584,0.0008729711,0.006234921,0.0003693193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001794226,"about_ca_system_score_gemma":0.004945738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005065674,"about_ca_topic_score_gemma":0.00002755504,"domain_scores_codex":[0.9875203,0.001630872,0.002807624,0.0006629917,0.005640271,0.001737882],"domain_scores_gemma":[0.9861489,0.001618645,0.0006799809,0.0008176353,0.009894495,0.0008403337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.03503038,0.002942299,0.002742607,0.0231249,0.01200391,0.007874538,0.008686804,0.0006328042,0.6499441,0.01399459,0.06892671,0.1740963],"study_design_scores_gemma":[0.03541098,0.074116,0.02105971,0.0489972,0.00285718,0.00473706,0.03169639,0.01726214,0.3769123,0.02613001,0.358931,0.001890037],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.656653,0.2849758,0.01384587,0.0225638,0.005887309,0.007336869,0.0001517414,0.0001655653,0.008420008],"genre_scores_gemma":[0.9752683,0.01722113,0.0007595949,0.00009192675,0.003092538,0.00002798124,0.000001731833,0.0001646329,0.003372175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3186153,"threshold_uncertainty_score":0.9998031,"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."}}