{"id":"W3021198663","doi":"10.12688/f1000research.22611.1","title":"Recent advances in influenza vaccines","year":2020,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences North","funders":"","keywords":"Vaccination; Pandemic; Adjuvant; Seasonal influenza; Medicine; Influenza vaccine; Coronavirus disease 2019 (COVID-19); Virology; Live attenuated influenza vaccine; Immunology; Environmental health; Infectious disease (medical specialty); Disease","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001249921,0.0004953278,0.001121376,0.0009768029,0.0001254335,0.0001075615,0.0008091585,0.0004175286,0.001157469],"category_scores_gemma":[0.005480093,0.0004284394,0.0002067527,0.001145268,0.0002714548,0.0001828688,0.004204882,0.004132082,0.00097338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006827483,"about_ca_system_score_gemma":0.00147601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001566384,"about_ca_topic_score_gemma":0.0001739227,"domain_scores_codex":[0.9942373,0.0003737576,0.0008149015,0.00114352,0.002185778,0.001244767],"domain_scores_gemma":[0.9968114,0.0004334947,0.0001195958,0.001079458,0.0009984664,0.000557562],"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":[0.008522722,0.001003458,0.318026,0.01022135,0.0006767222,0.002943333,0.0028469,0.001015576,0.002823744,0.0008781436,0.07019132,0.5808508],"study_design_scores_gemma":[0.002345261,0.0003682813,0.07530578,0.0009501887,0.00003181288,0.000009398011,0.000277064,0.0007281363,0.001163878,0.003304183,0.9151133,0.00040273],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1791029,0.6448328,0.00006407174,0.04988133,0.001033453,0.0100648,0.0003362575,0.0008018992,0.1138825],"genre_scores_gemma":[0.08123757,0.8970724,0.003021408,0.007921696,0.003085355,0.003177965,0.0003323459,0.0004629935,0.003688216],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8449219,"threshold_uncertainty_score":0.9998167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2296538445601928,"score_gpt":0.5002529484522339,"score_spread":0.2705991038920411,"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."}}