{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003205871,0.0009300621,0.0008064897,0.001066975,0.0004082748,0.002318082,0.000901035,0.002550737,0.01398674],"category_scores_gemma":[0.005281605,0.0004057832,0.0007062333,0.0008900003,0.0007096613,0.003646533,0.001489823,0.005560896,0.01155811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001228997,"about_ca_system_score_gemma":0.001749119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007319239,"about_ca_topic_score_gemma":0.001336857,"domain_scores_codex":[0.9990072,0.0002515782,0.00009520771,0.0001393922,0.000385304,0.0001214764],"domain_scores_gemma":[0.9976819,0.0009472865,0.0001472456,0.0001506982,0.0006960501,0.0003768732],"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":[0.0002346303,0.0000923573,0.0002618714,0.003942384,0.00007598851,0.000178761,0.0001364151,0.0003607176,0.003558261,0.02050877,0.3229842,0.6476656],"study_design_scores_gemma":[0.00001350088,0.00005126085,0.0001632818,0.0004221747,0.00002023868,0.0001274479,0.00001966986,0.00003465123,0.0004032218,0.003006033,0.9957317,0.000006827164],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005822882,0.9215221,0.001723416,0.02966444,0.03183018,0.00003318659,0.0002239071,0.0001060523,0.01431435],"genre_scores_gemma":[0.00417119,0.9306498,0.002936829,0.01815229,0.02455363,0.00005879618,0.0005270754,0.0000550395,0.01889531],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01398674,"threshold_uncertainty_score":0.0467903,"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."}}