{"id":"W4411336365","doi":"10.1080/22221751.2025.2521850","title":"Genetic characterization of influenza A viruses circulating in Hong Kong, China, 2023: the first influenza epidemic after the lifting of 2.5 years of COVID-19 non-pharmaceutical interventions","year":2025,"lang":"en","type":"article","venue":"Emerging Microbes & Infections","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"Health and Health Services Research Fund","keywords":"Subclade; Phylogenetic tree; Neuraminidase; Pandemic; Virology; Hemagglutinin (influenza); Biology; Clade; Coronavirus disease 2019 (COVID-19); Medicine; Genetics; Virus; Gene; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002813066,0.0003121929,0.0002487591,0.0005781366,0.0004702613,0.0004253908,0.0001914685,0.0002222182,0.0004497154],"category_scores_gemma":[0.0004166579,0.0001160539,0.0002997729,0.001282583,0.0002552582,0.0001592119,0.0003153773,0.0002030692,0.0002327616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001130288,"about_ca_system_score_gemma":0.001174047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1632505,"about_ca_topic_score_gemma":0.1562463,"domain_scores_codex":[0.9998224,0.00001326048,0.00001960646,0.00005702517,0.00003431069,0.00005334277],"domain_scores_gemma":[0.9994067,0.00005678329,0.0001205615,0.00005134735,0.0002361875,0.0001284333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002063749,0.0000276554,0.9632215,0.0001393263,0.00008060736,0.0007800453,0.0008235828,0.0005944209,0.02477285,0.00006048127,0.001224656,0.008068439],"study_design_scores_gemma":[0.000002498426,0.00005667399,0.9955708,0.00001574937,0.00003127702,0.00026927,0.0008029807,0.0004588591,0.00122809,0.00001093689,0.001546487,0.000006308554],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933594,0.0002928209,0.0001772491,0.00004764717,0.000005997799,0.0000184406,0.005671875,0.000006798218,0.000419798],"genre_scores_gemma":[0.9876907,0.0003875825,0.0005284314,0.0001279292,0.000009030784,0.00003119445,0.01062875,0.000006053506,0.0005902263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1632505,"threshold_uncertainty_score":0.3246005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06951170962304773,"score_gpt":0.4271243853585894,"score_spread":0.3576126757355417,"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."}}