{"id":"W2929505681","doi":"10.1038/s41598-019-39276-1","title":"Insights into the antigenic advancement of influenza A(H3N2) viruses, 2011–2018","year":2019,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"Advantage Forensics (Canada)","funders":"Centers for Disease Control and Prevention","keywords":"Virology; Biology; Antigen; Antiserum; Antigenic drift; Epitope; Virus; Hemagglutination assay; Clade; Neutralization; Antigenic variation; Influenza A virus; Original antigenic sin; Microbiology; Gene; Genetics; Phylogenetics","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":[0.0002039088,0.0002413347,0.00008123531,0.0004301686,0.000176627,0.0004268558,0.0001225773,0.0002415822,0.0005862243],"category_scores_gemma":[0.000131482,0.0001136053,0.0001808895,0.0003179526,0.0001885451,0.0003612996,0.0001663997,0.0003127368,0.0002693186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009015163,"about_ca_system_score_gemma":0.0003366383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005135555,"about_ca_topic_score_gemma":0.006799979,"domain_scores_codex":[0.9999368,0.000007454978,0.000004633225,0.00001424322,0.00001920979,0.00001761838],"domain_scores_gemma":[0.9999434,0.000004867516,0.00001726998,0.000003213178,0.00001796916,0.00001329952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002968727,0.00006888053,0.0419505,0.0002673201,0.00002516199,0.0005977557,0.0004426327,0.0003744595,0.9120735,0.001224608,0.001114516,0.04156381],"study_design_scores_gemma":[0.00001241537,0.0005846316,0.7298177,0.0001172452,0.00006661269,0.003483246,0.001209205,0.002624441,0.1698133,0.0009776521,0.09126003,0.00003351688],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9697571,0.01405575,0.002059849,0.0006522206,0.0001497472,0.00003853566,0.0006941548,0.0000317477,0.01256086],"genre_scores_gemma":[0.9805,0.01000921,0.003447622,0.0003285411,0.00009643481,0.00001757105,0.001291777,0.00001809858,0.00429068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005135555,"threshold_uncertainty_score":0.01021135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0601421324838983,"score_gpt":0.3674340931853237,"score_spread":0.3072919607014254,"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."}}