{"id":"W4401911605","doi":"10.1073/pnas.2318704121","title":"Climate, demography, immunology, and virology combine to drive two decades of dengue virus dynamics in Cambodia","year":2024,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"National Institutes of Health; Directorate for Biological Sciences; York University; University of California, Irvine; National Institute of Allergy and Infectious Diseases; Bill and Melinda Gates Foundation","keywords":"Dengue fever; Dengue virus; Demography; Outbreak; Phylogenetic tree; Evolutionary biology; Biology; Transmission (telecommunications); Virology; Genotype; Viral phylodynamics; Epidemiology; Herd immunity; Geography; Zoology; Medicine; Genetics; Vaccination","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006964816,0.0003797303,0.0002969806,0.0003461957,0.000433434,0.0007922344,0.0004576585,0.0007140958,0.001338693],"category_scores_gemma":[0.00130935,0.0003080519,0.0004843765,0.00031177,0.0005839112,0.0005570705,0.0007545606,0.0004917636,0.00008698826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001066354,"about_ca_system_score_gemma":0.0007803876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04527718,"about_ca_topic_score_gemma":0.04016906,"domain_scores_codex":[0.999816,0.00007365883,0.00001085163,0.00003799095,0.000008882336,0.00005254709],"domain_scores_gemma":[0.9997395,0.0001069369,0.00005187687,0.00002603537,0.00002078758,0.00005501889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0001710788,0.0001322484,0.3810811,0.0001296922,0.000271948,0.0006336648,0.000609518,0.5946175,0.006500145,0.006117702,0.001012559,0.008722818],"study_design_scores_gemma":[0.00006592391,0.0001583089,0.2455426,0.00009492002,0.0001323547,0.000162301,0.0008841627,0.7468656,0.0008800214,0.003308394,0.001855323,0.00005010136],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996758,0.0001380547,0.00152969,0.0003921727,0.00001186899,0.00001034885,0.0002700383,0.00001485974,0.0008750402],"genre_scores_gemma":[0.9989225,0.0001111546,0.0004994147,0.00005630691,0.000004881839,0.00001394401,0.0001451126,0.000005042039,0.0002416573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04527718,"threshold_uncertainty_score":0.09002727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01421118971622467,"score_gpt":0.3161727597647793,"score_spread":0.3019615700485547,"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."}}