{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001376183,0.000159137,0.0003514139,0.0003629733,0.00003647364,0.00005672047,0.00009483983,0.00005627603,0.0001152885],"category_scores_gemma":[0.00126961,0.0001224245,0.0001660429,0.0002761662,0.00006328768,0.0001470945,0.00003661151,0.0001582668,0.000002093726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003090885,"about_ca_system_score_gemma":0.0004406168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000398187,"about_ca_topic_score_gemma":0.0006120043,"domain_scores_codex":[0.9986225,0.00006089567,0.0005950339,0.0002011574,0.0003581388,0.0001622657],"domain_scores_gemma":[0.9984659,0.0002416806,0.0003266325,0.0001321762,0.0006352379,0.000198378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001650286,0.0004137483,0.9667514,0.00003626415,0.000659105,0.005001844,0.00001444975,0.0001256484,0.00003139308,0.0002634902,0.003045429,0.02200692],"study_design_scores_gemma":[0.004614859,0.0003913778,0.9840053,0.00109467,0.000665314,0.004415954,0.0001198566,0.0002753766,0.00001525237,0.001379825,0.00289228,0.0001299838],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917646,0.004027945,0.0004184452,0.001323871,0.0008656904,0.0001823447,0.00005061721,0.00002289981,0.0013436],"genre_scores_gemma":[0.9975729,0.0007520693,0.00005413691,0.0009984087,0.0003182277,0.00001118068,0.00001240221,0.000009437796,0.0002712226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02187693,"threshold_uncertainty_score":0.4992327,"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."}}