{"id":"W4407564453","doi":"10.1089/vim.2025.0014","title":"The True Extent of Avian Influenza Virus Infections: Knowns and Unknowns","year":2025,"lang":"en","type":"article","venue":"Viral Immunology","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Virology; Influenza A virus subtype H5N1; Avian influenza virus; Virus; Biology; Pandemic; Coronavirus disease 2019 (COVID-19); Medicine; Infectious disease (medical specialty); Pathology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002712425,0.0001410504,0.000320262,0.00023838,0.0003812877,0.00001705199,0.0001294994,0.0001210321,0.00003688527],"category_scores_gemma":[0.0009273401,0.00009277697,0.00007984218,0.0003274166,0.001072404,0.0000633458,0.0003031135,0.0003727977,0.00005422872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008388348,"about_ca_system_score_gemma":0.0001471851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005416762,"about_ca_topic_score_gemma":0.000192549,"domain_scores_codex":[0.9988475,0.0001293104,0.0003570625,0.0001969712,0.0001206807,0.0003484566],"domain_scores_gemma":[0.9989259,0.0003376535,0.00007271361,0.0004189984,0.0002107578,0.00003394195],"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":[0.003120065,0.0009547569,0.1009295,0.0003524667,0.003825754,0.00004007193,0.001748162,0.00001185412,0.5400975,0.09516926,0.004193086,0.2495575],"study_design_scores_gemma":[0.00330448,0.001419089,0.5024793,0.000174302,0.0001607628,0.00003474532,0.0005618322,0.00004357796,0.03656042,0.003913761,0.451183,0.0001647731],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9478943,0.0387901,0.00004848925,0.001448527,0.0003435793,0.0005263108,0.00001257023,0.00006302102,0.01087308],"genre_scores_gemma":[0.9859776,0.00939272,0.00009023513,0.0009082446,0.00005174293,0.0001456009,0.000002826338,0.00001579741,0.003415192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5035371,"threshold_uncertainty_score":0.3951316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03313979585451302,"score_gpt":0.3667368966199654,"score_spread":0.3335971007654525,"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."}}