{"id":"W2553154513","doi":"10.7554/elife.18491","title":"Viral factors in influenza pandemic risk assessment","year":2016,"lang":"en","type":"article","venue":"eLife","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":115,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Fogarty International Center; National Health and Medical Research Council; National Institute of Allergy and Infectious Diseases; Medical Research Council; Natural Sciences and Engineering Research Council of Canada; Science and Technology Directorate; Centers for Disease Control and Prevention; Agency for Science, Technology and Research; U.S. Department of Homeland Security; Royal Society; National Institute of General Medical Sciences; National Institute for Health and Care Research; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Wellcome Trust; National Institutes of Health; U.S. Department of Health and Human Services","keywords":"Pandemic; Hemagglutinin (influenza); Virology; Biology; Virus; Influenza A virus; Transmission (telecommunications); Orthomyxoviridae; Coronavirus disease 2019 (COVID-19); Infectious disease (medical specialty); Medicine; Disease","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005265788,0.0004784778,0.0003106674,0.001344881,0.0003533394,0.001602173,0.0004021362,0.0006696542,0.001960738],"category_scores_gemma":[0.01299199,0.000190521,0.0004664702,0.0009597656,0.0005570626,0.0008095861,0.0006812243,0.0008505495,0.0003410103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000707001,"about_ca_system_score_gemma":0.0005635727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003571524,"about_ca_topic_score_gemma":0.004203244,"domain_scores_codex":[0.9981288,0.001235768,0.0001202243,0.0001146249,0.0003161295,0.00008446775],"domain_scores_gemma":[0.9952387,0.003070767,0.0009425034,0.000134069,0.0004292074,0.0001847811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004111152,0.0001355308,0.8518933,0.0003310676,0.0004078544,0.0002553096,0.0005060031,0.0123189,0.002339426,0.005694324,0.001341549,0.1243656],"study_design_scores_gemma":[0.0000316787,0.0008214973,0.8850484,0.0007962639,0.0004695829,0.001454729,0.003545707,0.05148934,0.004531983,0.02473485,0.02695711,0.0001188523],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8915983,0.03893865,0.0341701,0.005909183,0.0002326082,0.0003801872,0.001337996,0.00009504962,0.02733805],"genre_scores_gemma":[0.9881562,0.003406002,0.007076359,0.0002549858,0.00007663425,0.00003228945,0.0002008699,0.0000110217,0.0007855354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005265788,"threshold_uncertainty_score":0.02784848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1053811735118239,"score_gpt":0.4369125033787491,"score_spread":0.3315313298669252,"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."}}