{"id":"W4405921029","doi":"10.1128/mbio.03721-24","title":"Are we serologically prepared against an avian influenza pandemic and could seasonal flu vaccines help us?","year":2024,"lang":"en","type":"article","venue":"mBio","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Response Biomedical (Canada)","funders":"Consejo Superior de Investigaciones Científicas; National Institute of Nursing Research; Junta de Castilla y León; National Institute of Allergy and Infectious Diseases; European Commission","keywords":"Pandemic; Influenza A virus subtype H5N1; Virology; Coronavirus disease 2019 (COVID-19); Seasonal influenza; 2019-20 coronavirus outbreak; Highly pathogenic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Human mortality from H5N1; Biology; Medicine; Virus; Infectious disease (medical specialty); Disease; Outbreak","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":[0.006131405,0.0003718789,0.000570522,0.0003441102,0.0006488322,0.00183549,0.0007339963,0.003556233,0.004717082],"category_scores_gemma":[0.02139412,0.0002120648,0.0004463751,0.0003807741,0.002018879,0.004310992,0.0005644775,0.002500666,0.002005383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009111241,"about_ca_system_score_gemma":0.002118438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00348432,"about_ca_topic_score_gemma":0.002703929,"domain_scores_codex":[0.9987559,0.0005662774,0.00009081164,0.0001461453,0.0001852474,0.0002555886],"domain_scores_gemma":[0.9919466,0.001511843,0.002040616,0.0005923932,0.002610219,0.001298239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001312071,0.001001455,0.4176702,0.001409303,0.0004648172,0.001318781,0.002141265,0.0003865511,0.01187972,0.004295685,0.06704464,0.4910753],"study_design_scores_gemma":[0.0003510923,0.005572677,0.5844114,0.002818366,0.0007501575,0.004667703,0.01963816,0.001136506,0.006714848,0.0174262,0.3562985,0.000214388],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2793867,0.06820961,0.002890151,0.6278412,0.007154622,0.00008316203,0.000605803,0.0003146133,0.01351405],"genre_scores_gemma":[0.8222119,0.0339761,0.005488214,0.1263374,0.004505955,0.00009265276,0.0006082412,0.00005018555,0.006729347],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006131405,"threshold_uncertainty_score":0.03242636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1319328625923434,"score_gpt":0.4033583478557387,"score_spread":0.2714254852633953,"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."}}