{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004896492,0.0001448389,0.0002829151,0.0001735985,0.00006680509,0.00001055988,0.00009580208,0.00007835143,0.0002130465],"category_scores_gemma":[0.001169307,0.00008084289,0.00007108038,0.0001405963,0.0001127993,0.0001267312,0.0001165131,0.0002924032,0.0002361473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003511923,"about_ca_system_score_gemma":0.0001717179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000249636,"about_ca_topic_score_gemma":0.00007863492,"domain_scores_codex":[0.9984097,0.00009373899,0.0002865357,0.0002338084,0.0005582223,0.0004180078],"domain_scores_gemma":[0.9991547,0.0002488733,0.00006322646,0.0002829654,0.000110716,0.0001395607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008452548,0.00005448308,0.9851574,0.00001315666,0.00005210571,0.00001536919,0.0002177884,0.000001494737,0.007954834,0.00007315484,0.001358175,0.005017557],"study_design_scores_gemma":[0.0024037,0.000165296,0.9534135,0.00009466928,0.00001536175,0.00000146736,0.0001017628,0.00001147097,0.003466042,0.00007613936,0.0401429,0.0001076391],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950456,0.0003286827,0.00006843008,0.0002849207,0.00008429409,0.0002963106,0.00002492832,0.00008144298,0.003785382],"genre_scores_gemma":[0.9974983,0.0006158962,0.0002484903,0.0008776299,0.0001229711,0.00003707596,0.000001574825,0.00001827172,0.0005798014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03878473,"threshold_uncertainty_score":0.3296677,"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."}}