{"id":"W2988768119","doi":"10.1684/vir.2019.0788","title":"Influenza virus epidemiology: a permanent vaccine challenge","year":2019,"lang":"en","type":"article","venue":"Virologie","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Virology; Epidemiology; Medicine; Virus; Influenza vaccine; Internal medicine","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001036609,0.0002648995,0.0007734771,0.0001980181,0.00009381768,0.000005952461,0.0002280524,0.0002402084,0.0009905533],"category_scores_gemma":[0.001981909,0.0001912667,0.0001759237,0.0001724523,0.0001297887,0.00009145681,0.0003518198,0.0005975713,0.006240474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001528494,"about_ca_system_score_gemma":0.00008993237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008319,"about_ca_topic_score_gemma":0.00001423106,"domain_scores_codex":[0.9976841,0.0001972866,0.0004712798,0.0005222323,0.0002774261,0.000847645],"domain_scores_gemma":[0.9981151,0.0006796517,0.0001066036,0.0007740194,0.0001252276,0.0001993471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004857352,0.00105802,0.8679128,0.0007112746,0.001119047,0.0003976726,0.001093527,0.0001852532,0.05106053,0.005993771,0.03233203,0.03327871],"study_design_scores_gemma":[0.004944249,0.002817247,0.5733795,0.00007669807,0.00009283059,0.00004232676,0.0001765161,0.0004029549,0.001594369,0.001449681,0.4146429,0.0003807364],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9558764,0.01196283,0.00001249417,0.008418119,0.0002444178,0.0009358742,0.0000174916,0.0002772101,0.02225516],"genre_scores_gemma":[0.9734175,0.003367835,0.0006360664,0.02045584,0.0003270117,0.0001429235,0.00001439328,0.00004706267,0.00159141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3823109,"threshold_uncertainty_score":0.9999227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2153032119499599,"score_gpt":0.4372132452341719,"score_spread":0.221910033284212,"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."}}