{"id":"W4410845460","doi":"10.1016/j.ijid.2025.107940","title":"Global dengue epidemic worsens with record 14 million cases and 9000 deaths reported in 2024","year":2025,"lang":"en","type":"article","venue":"International Journal of Infectious Diseases","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":102,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Keele University; International Development Research Centre; World Health Organization","keywords":"Dengue fever; Environmental health; Medicine; Virology; Geography; Medical emergency; Demography; Sociology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009289923,0.0008329461,0.0005019581,0.0007146823,0.0003488015,0.001016748,0.0004287104,0.000440151,0.01266828],"category_scores_gemma":[0.002098508,0.0002319384,0.001837369,0.001551633,0.0002256122,0.0008549588,0.001037941,0.001332172,0.003096859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001070374,"about_ca_system_score_gemma":0.001666342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03344997,"about_ca_topic_score_gemma":0.03338956,"domain_scores_codex":[0.9995794,0.0001352632,0.000026738,0.00007210831,0.00009696535,0.00008962784],"domain_scores_gemma":[0.9996927,0.00005525956,0.0001157113,0.0000204058,0.00008279905,0.00003318669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003684091,0.0002009526,0.5102939,0.001095422,0.002059219,0.0007947722,0.0003777053,0.01737216,0.001129779,0.01741896,0.1613434,0.2875454],"study_design_scores_gemma":[0.000119366,0.0006392043,0.435216,0.001643153,0.001260327,0.003482299,0.002250375,0.05849751,0.001529322,0.02110406,0.4741124,0.0001458783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5290686,0.07571653,0.1027018,0.05228167,0.007214557,0.0006783821,0.1169208,0.003411499,0.1120062],"genre_scores_gemma":[0.8953155,0.02607345,0.009767095,0.003804508,0.0007426507,0.0002424159,0.03121132,0.0001763057,0.03266677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03344997,"threshold_uncertainty_score":0.06651056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007113401819557682,"score_gpt":0.3021432279671815,"score_spread":0.2950298261476238,"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."}}