{"id":"W4282836399","doi":"10.1016/s2214-109x(22)00212-1","title":"Seasonality of influenza and coseasonality with avian influenza in Bangladesh, 2010–19: a retrospective, time-series analysis","year":2022,"lang":"en","type":"article","venue":"The Lancet Global Health","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; SickKids Foundation; University of Guelph; University of Toronto; Public Health Ontario","funders":"Natural Environment Research Council; Canadian Institutes of Health Research; Defence Science and Technology Laboratory; Medical Research Council; Directorate for Biological Sciences; Defence Science and Technology Group; Centers for Disease Control and Prevention; Biotechnology and Biological Sciences Research Council; International Centre for Diarrhoeal Disease Research, Bangladesh; Medical Research Council Canada; Department for International Development; Economic and Social Research Council; Department for International Development, UK Government; Government of the United Kingdom","keywords":"Seasonality; Influenza A virus subtype H5N1; Seasonal influenza; Transmission (telecommunications); Epidemiology; Veterinary medicine; Demography; Geography; Medicine; Virology; Biology; Ecology; Virus; Internal medicine; Coronavirus disease 2019 (COVID-19); Disease; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002793702,0.0002349122,0.001225921,0.00006569796,0.0004442354,0.00002182624,0.0002804208,0.00004578974,0.0002242907],"category_scores_gemma":[0.0003329926,0.0001633222,0.0001102614,0.002430451,0.0006208697,0.0001144811,0.0004263626,0.0005989874,0.000006334469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001407554,"about_ca_system_score_gemma":0.0008864513,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007817809,"about_ca_topic_score_gemma":0.003105776,"domain_scores_codex":[0.996471,0.0007404039,0.000508673,0.0004444954,0.001108482,0.0007269178],"domain_scores_gemma":[0.9983796,0.0001312225,0.0002973567,0.0006998492,0.0002130791,0.0002788978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004544216,0.0001682538,0.9879187,0.000220965,0.0006725933,0.00002134231,0.0009754166,0.0001551071,0.000008240274,0.002349679,0.002552127,0.0004133671],"study_design_scores_gemma":[0.002548172,0.0007944085,0.9860277,0.00004965363,0.0001628594,0.00003100012,0.0006148277,0.0001514453,0.000005531257,0.00097757,0.00850209,0.0001347946],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816676,0.005195816,0.0000112659,0.00925982,0.00002483356,0.0008642349,0.001438811,0.00006162289,0.001476022],"genre_scores_gemma":[0.983113,0.0002437852,0.0004962333,0.01580152,0.00008959061,0.0001176229,0.00003230336,0.00001474415,0.00009118823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006541696,"threshold_uncertainty_score":0.9987892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07308083870294134,"score_gpt":0.4088545667521181,"score_spread":0.3357737280491768,"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."}}