The DOI matches its Crossref record; 52 of the 52 references it cites were found in a registry or an index.
The global distribution and burden of dengue
Open accessAbstract
Dengue is a systemic viral infection transmitted between humans by Aedes mosquitoes. For some patients, dengue is a life-threatening illness. There are currently no licensed vaccines or specific therapeutics, and substantial vector control efforts have not stopped its rapid emergence and global spread. The contemporary worldwide distribution of the risk of dengue virus infection and its public health burden are poorly known. Here we undertake an exhaustive assembly of known records of dengue occurrence worldwide, and use a formal modelling framework to map the global distribution of dengue risk. We then pair the resulting risk map with detailed longitudinal information from dengue cohort studies and population surfaces to infer the public health burden of dengue in 2010. We predict dengue to be ubiquitous throughout the tropics, with local spatial variations in risk influenced strongly by rainfall, temperature and the degree of urbanization. Using cartographic approaches, we estimate there to be 390 million (95% credible interval 284-528) dengue infections per year, of which 96 million (67-136) manifest apparently (any level of disease severity). This infection total is more than three times the dengue burden estimate of the World Health Organization. Stratification of our estimates by country allows comparison with national dengue reporting, after taking into account the probability of an apparent infection being formally reported. The most notable differences are discussed. These new risk maps and infection estimates provide novel insights into the global, regional and national public health burden imposed by dengue. We anticipate that they will provide a starting point for a wider discussion about the global impact of this disease and will help to guide improvements in disease control strategies using vaccine, drug and vector control methods, and in their economic evaluation.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“An estimated 70% of dengue virus infections are thought to occur in Asia. (2)”
From Epidemiology of dengue reported in the World Health Organization Western Pacific Region, 2013–2019 (2023) · cites this paper as [2]
Experimental — accuracy not yet measuredThe source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“As a result of differences in case definitions and other factors, there is likely to be underreporting and, thus, an underestimation of the true regional burden in terms of the number of cases, CFRs and incidence. (1, 2)”
From Epidemiology of dengue reported in the World Health Organization Western Pacific Region, 2013–2019 (2023) · cites this paper as [2]
Experimental — accuracy not yet measuredThe cited source says what the claim attributes to it.
In the citing paper
“Sharing information and data about dengue helps countries and areas better understand transmission patterns and supports the implementation of dengue prevention and control measures. (2)”
From Epidemiology of dengue reported in the World Health Organization Western Pacific Region, 2013–2019 (2023) · cites this paper as [2]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Greedy function approximation: A gradient boosting machine
Friedman, J. H. (2001) · The Annals of Statistics · doi:10.1214/aos/1013203451 · Cited by 30,731 · cited 1×
“India19,20 alone contributed 34% (33 [24-44] million infections) of the global total.”
Classification and Regression Trees.
Gordon, A. D., Breiman, L., Friedman, J. H., Olshen, R. A., & Stone, C. J. (1984) · Biometrics · doi:10.2307/2530946 · Cited by 23,867
Classification and Regression Trees.
Ryzin, J. V., Breiman, L., Friedman, J. H., Olshen, R. A., & Stone, C. J. (1986) · Journal of the American Statistical Association · doi:10.2307/2288003 · Cited by 21,030
Very high resolution interpolated climate surfaces for global land areas
Hijmans, R. J., Cameron, S. E., Parra, J. L., Jones, P. G., & Jarvis, A. (2005) · International Journal of Climatology · doi:10.1002/joc.1276 · Cited by 19,860
Novel methods improve prediction of species’ distributions from occurrence data
Elith*, J., H. Graham*, C., P. Anderson, R., Dudík, M., Ferrier, S., Guisan, A., J. Hijmans, R., Huettmann, F., R. Leathwick, J., Lehmann, A., et al. (2006) · Ecography · doi:10.1111/j.2006.0906-7590.04596.x · Cited by 9,088
Murray, C. J. L., Vos, T., Lozano, R., Naghavi, M., Flaxman, A. D., Michaud, C., Ezzati, M., Shibuya, K., Salomon, J. A., Abdalla, S., et al. (2012) · The Lancet · doi:10.1016/s0140-6736(12)61689-4 · Cited by 8,888 · cited 1×
“…many vaccinations are needed to avert an apparent infection) and triangulating with independent assessments of disability adjusted life years (DALYs) 21 ; (ii) elucidating the population dynamics of dengue viruses 22 ; and (iii) hypothesising about population effects of future vaccine programmes…”
Dengue and Dengue Hemorrhagic Fever
Gubler, D. J. (1998) · Clinical Microbiology Reviews · doi:10.1128/cmr.11.3.480 · Cited by 4,394
Ensemble forecasting of species distributions
ARAUJO, M., & NEW, M. (2007) · Trends in Ecology & Evolution · doi:10.1016/j.tree.2006.09.010 · Cited by 3,640 · cited 1×
“Asia bore 70% (67 [47-94] million infections) of this burden, and is characterised by large swathes of densely populated regions coinciding with very high suitability for disease transmission.”
Hilbe, J. M. (2011) · Cambridge University Press eBooks · doi:10.1017/cbo9780511973420 · Cited by 3,352
Selecting pseudo‐absences for species distribution models: how, where and how many?
Barbet‐Massin, M., Jiguet, F., Albert, C. H., & Thuiller, W. (2012) · Methods in Ecology and Evolution · doi:10.1111/j.2041-210x.2011.00172.x · Cited by 2,716 · cited 1×
“Asia bore 70% (67 [47-94] million infections) of this burden, and is characterised by large swathes of densely populated regions coinciding with very high suitability for disease transmission.”
Hierarchical Modeling and Analysis for Spatial Data
Banerjee, S., Carlin, B. P., & Gelfand, A. E. (2014) · Chapman & Hall/CRC eBooks · doi:10.1201/b17115 · Cited by 2,501
Hilbe, J. M. (2007) · Cambridge University Press eBooks · doi:10.1017/cbo9780511811852.007 · Cited by 1,998
Refining the Global Spatial Limits of Dengue Virus Transmission by Evidence-Based Consensus
Brady, O. J., Gething, P. W., Bhatt, S., Messina, J. P., Brownstein, J. S., Hoen, A. G., Moyes, C. L., Farlow, A. W. K., Scott, T. W., & Hay, S. I. (2012) · PLoS neglected tropical diseases · doi:10.1371/journal.pntd.0001760 · Cited by 1,859
Self-citationSimmons, C. P., Farrar, J., Châu, N. V. V., & Wills, B. A. (2012) · New England Journal of Medicine · doi:10.1056/nejmra1110265 · Cited by 1,765
Self-citationPathogenesis of Dengue: Challenges to Molecular Biology
Halstead, S. B. (1988) · Science · doi:10.1126/science.3277268 · Cited by 1,612 · cited 2×
“The lifelong immunity developed after infection with one of the four virus types is type-specific 1 and progression to more serious disease is frequently, but not exclusively, associated with secondary infection by heterologous types 2,5 .”
A new world malaria map: Plasmodium falciparum endemicity in 2010
Gething, P. W., Patil, A. P., Smith, D. L., Guerra, C. A., Elyazar, I., Johnston, G. L., Tatem, A. J., & Hay, S. I. (2011) · Malaria Journal · doi:10.1186/1475-2875-10-378 · Cited by 1,169 · cited 1×
“India19,20 alone contributed 34% (33 [24-44] million infections) of the global total.”
Self-citationDengue and dengue haemorrhagic fever
Rigau-Pérez, J. G., Clark, G. G., Gubler, D. J., Reiter, P., Sanders, E. J., & Vorndam, A. V. (1998) · The Lancet · doi:10.1016/s0140-6736(97)12483-7 · Cited by 1,052
Hales, S., de Wet, N., Maindonald, J. H., & Woodward, A. J. (2002) · The Lancet · doi:10.1016/s0140-6736(02)09964-6 · Cited by 996
Sabchareon, A., Wallace, D., Sirivichayakul, C., Limkittikul, K., Chanthavanich, P., Suvannadabba, S., Jiwariyavej, V., Dulyachai, W., Pengsaa, K., Wartel, T. A., et al. (2012) · The Lancet · doi:10.1016/s0140-6736(12)61428-7 · Cited by 821
Geography and macroeconomics: New data and new findings
Nordhaus, W. D. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0509842103 · Cited by 816 · cited 1×
“India19,20 alone contributed 34% (33 [24-44] million infections) of the global total.”
VanDerWal, J., Shoo, L. P., Graham, C., & Williams, S. E. (2009) · Ecological Modelling · doi:10.1016/j.ecolmodel.2008.11.010 · Cited by 793
PyMC: Bayesian Stochastic Modelling inPython
Patil, A. P., Huard, D., & Fonnesbeck, C. (2010) · Journal of Statistical Software · doi:10.18637/jss.v035.i04 · Cited by 709 · cited 1×
“Asia bore 70% (67 [47-94] million infections) of this burden, and is characterised by large swathes of densely populated regions coinciding with very high suitability for disease transmission.”
Global traffic and disease vector dispersal
Tatem, A. J., Hay, S. I., & Rogers, D. J. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0508391103 · Cited by 574
Self-citationA Long Neglected World Malaria Map: Plasmodium vivax Endemicity in 2010
Gething, P. W., Elyazar, I., Moyes, C. L., Smith, D. L., Battle, K. E., Guerra, C. A., Patil, A. P., Tatem, A. J., Howes, R. E., Myers, M. F., et al. (2012) · PLoS neglected tropical diseases · doi:10.1371/journal.pntd.0001814 · Cited by 560 · cited 1×
“India19,20 alone contributed 34% (33 [24-44] million infections) of the global total.”
Self-citationA World Malaria Map: Plasmodium falciparum Endemicity in 2007
Hay, S. I., Guerra, C. A., Gething, P. W., Patil, A. P., Tatem, A. J., Noor, A. M., Kabaria, C. W., Manh, B. H., Elyazar, I., BROOKER, S. J., et al. (2009) · PLoS Medicine · doi:10.1371/journal.pmed.1000048 · Cited by 506 · cited 1×
“India19,20 alone contributed 34% (33 [24-44] million infections) of the global total.”
Self-citationFreifeld, C. C., Mandl, K. D., Reis, B. Y., & Brownstein, J. S. (2007) · Journal of the American Medical Informatics Association · doi:10.1197/jamia.m2544 · Cited by 505 · cited 1×
“The Americas contributed 14% (13 [9-18] million infections) of apparent infections worldwide, of which over half occurred in Brazil and Mexico.”
Self-citationDetermining Global Population Distribution: Methods, Applications and Data
Balk, D. L., Deichmann, U., Yetman, G., Pozzi, F., Hay, S. I., & Nelson, A. (2006) · Advances in Parasitology/Advances in parasitology · doi:10.1016/s0065-308x(05)62004-0 · Cited by 490
Self-citationFocks, D. A., Haile, D. G., Daniels, E., & Mount, G. A. (1993) · Journal of Medical Entomology · doi:10.1093/jmedent/30.6.1003 · Cited by 436 · cited 1×
“India19,20 alone contributed 34% (33 [24-44] million infections) of the global total.”
Assessing the effects of pseudo-absences on predictive distribution model performance
Chefaoui, R. M., & Lobo, J. M. (2007) · Ecological Modelling · doi:10.1016/j.ecolmodel.2007.08.010 · Cited by 419 · cited 1×
“India19,20 alone contributed 34% (33 [24-44] million infections) of the global total.”
Brownstein, J. S., Freifeld, C. C., Reis, B. Y., & Mandl, K. D. (2008) · PLoS Medicine · doi:10.1371/journal.pmed.0050151 · Cited by 413
Self-citationEstimating the Global Clinical Burden of Plasmodium falciparum Malaria in 2007
Hay, S. I., Okiro, E. A., Gething, P. W., Patil, A. P., Tatem, A. J., Guerra, C. A., & Snow, R. W. (2010) · PLoS Medicine · doi:10.1371/journal.pmed.1000290 · Cited by 374 · cited 1×
“India19,20 alone contributed 34% (33 [24-44] million infections) of the global total.”
Self-citationPresence‐Only Data and the EM Algorithm
Ward, G., Hastie, T. J., Barry, S. C., Elith, J., & Leathwick, J. R. (2008) · Biometrics · doi:10.1111/j.1541-0420.2008.01116.x · Cited by 301 · cited 1×
“Asia bore 70% (67 [47-94] million infections) of this burden, and is characterised by large swathes of densely populated regions coinciding with very high suitability for disease transmission.”
Scharlemann, J. P. W., Benz, D., Hay, S. I., Purse, B. V., Tatem, A. J., Wint, W., & Rogers, D. J. (2008) · PLoS ONE · doi:10.1371/journal.pone.0001408 · Cited by 290 · cited 1×
“These covariates included: (i) annual maximum and minimum precipitation variables from a Fourier processed 32 synoptic annual series interpolated from global meteorological stations 33 ; (ii) a biological model combining the effects of temperature on the extrinsic incubation period of dengue virus…”
Self-citationCorrection: A World Malaria Map: Plasmodium falciparum Endemicity in 2007
Hay, S. I., Guerra, C. A., Gething, P. W., Patil, A. P., Tatem, A. J., Noor, A. M., Kabaria, C. W., Manh, B. H., Elyazar, I., BROOKER, S. J., et al. (2009) · PLoS Medicine · doi:10.1371/annotation/a7ab5bb8-c3bb-4f01-aa34-65cc53af065d · Cited by 274
Self-citationDynamic Life Table Model for Aedes aegypti (Diptera: Culicidae): Simulation Results and Validation
Focks, D. A., Haile, D. G., Daniels, E., & Mount, G. A. (1993) · Journal of Medical Entomology · doi:10.1093/jmedent/30.6.1018 · Cited by 243
Cummings, D. A. T., Iamsirithaworn, S., Lessler, J., McDermott, A., Prasanthong, R., Nisalak, A., Jarman, R. G., Burke, D. S., & Gibbons, R. V. (2009) · PLoS Medicine · doi:10.1371/journal.pmed.1000139 · Cited by 233 · cited 1×
“…triangulating with independent assessments of disability adjusted life years (DALYs) 21 ; (ii) elucidating the population dynamics of dengue viruses 22 ; and (iii) hypothesising about population effects of future vaccine programmes 23 (volume, targeting efficacy, impacts in combination with vector…”
Fifty years of dengue in India
Chakravarti, A., Arora, R. R., & Luxemburger, C. (2012) · Transactions of the Royal Society of Tropical Medicine and Hygiene · doi:10.1016/j.trstmh.2011.12.007 · Cited by 231 · cited 1×
“India 19,20 alone contributed 34% (33 [24-44] million infections) of the global total.”
Gething, P. W., Boeckel, T. P. V., Smith, D. L., Guerra, C. A., Patil, A. P., Snow, R. W., & Hay, S. I. (2011) · Parasites & Vectors · doi:10.1186/1756-3305-4-92 · Cited by 226
Self-citationEndy, T. P., Anderson, K. B., Nisalak, A., Yoon, I.-K., Green, S., Rothman, A. L., Thomas, S. J., Jarman, R. G., Libraty, D. H., & Gibbons, R. V. (2011) · PLoS neglected tropical diseases · doi:10.1371/journal.pntd.0000975 · Cited by 222 · cited 2×
“metric; and (6) an indicator of relative poverty.”
The Global Distribution of Yellow Fever and Dengue
Rogers, D. J., Wilson, A. J., Hay, S. I., & Graham, A. J. (2006) · Advances in Parasitology/Advances in parasitology · doi:10.1016/s0065-308x(05)62006-4 · Cited by 216 · cited 1×
“The Americas contributed 14% (13 [9-18] million infections) of apparent infections worldwide, of which over half occurred in Brazil and Mexico.”
Self-citationLobo, J. M., & Tognelli, M. F. (2010) · Journal for Nature Conservation · doi:10.1016/j.jnc.2010.03.002 · Cited by 186
Global Environmental Data for Mapping Infectious Disease Distribution
Hay, S. I., Tatem, A. J., Graham, A. J., Goetz, S. J., & Rogers, D. J. (2006) · Advances in Parasitology/Advances in parasitology · doi:10.1016/s0065-308x(05)62002-7 · Cited by 170 · cited 1×
“India19,20 alone contributed 34% (33 [24-44] million infections) of the global total.”
Self-citationDengue vaccine development: a 75% solution?
Halstead, S. B. (2012) · The Lancet · doi:10.1016/s0140-6736(12)61510-4 · Cited by 141 · cited 1×
“Furthermore, no licensed vaccine against dengue infection is available, and the most advanced dengue vaccine candidate did not meet expectations in a recent large trial 7,8 .”
Species distribution modelling—Effect of design and sample size of pseudo-absence observations
Stokland, J. N., Halvorsen, R., & Støa, B. (2011) · Ecological Modelling · doi:10.1016/j.ecolmodel.2011.02.025 · Cited by 122 · cited 1×
“India19,20 alone contributed 34% (33 [24-44] million infections) of the global total.”
Models of the impact of dengue vaccines: A review of current research and potential approaches
Johansson, M. A., Hombach, J., & Cummings, D. A. T. (2011) · Vaccine · doi:10.1016/j.vaccine.2011.06.042 · Cited by 109
Spatial modelling of disease using data- and knowledge-driven approaches
Stevens, K., & Pfeiffer, D. U. (2011) · Spatial and Spatio-temporal Epidemiology · doi:10.1016/j.sste.2011.07.007 · Cited by 100 · cited 1×
“India19,20 alone contributed 34% (33 [24-44] million infections) of the global total.”
Monath, T. P. C. (1994) · Seminars in Virology · doi:10.1006/smvy.1994.1014 · Cited by 95 · cited 1×
“The Americas contributed 14% (13 [9-18] million infections) of apparent infections worldwide, of which over half occurred in Brazil and Mexico.”
Chorev, N. (2012) · Cornell University Press eBooks · doi:10.7591/cornell/9780801450655.003.0001 · Cited by 87
Dengue fever is massively under-reported in India, hampering our response
Kakkar, M. (2012) · BMJ · doi:10.1136/bmj.e8574 · Cited by 72 · cited 1×
“This disparity supports the notion of a largely hidden African dengue burden, being masked by symptomatically similar illnesses, under-reporting and highly variable treatment-seeking behaviour 6,9,20 .”
THE GEOGRAPHIC DISTRIBUTION OF DENGUE FEVER AND THE POTENTIAL INFLUENCE OF GLOBAL CLIMATE CHANGE
van Kleef, E., Bambrick, H., & Hales, S. (2011) · ISEE Conference Abstracts · doi:10.1289/isee.2011.00337 · Cited by 47
Lessons from malaria control to help meet the rising challenge of dengue
Anders, K. L., & Hay, S. I. (2012) · The Lancet Infectious Diseases · doi:10.1016/s1473-3099(12)70246-3 · Cited by 45 · cited 1×
“India19,20 alone contributed 34% (33 [24-44] million infections) of the global total.”
Self-citation[The situation of dengue in the world].
Rodhain, F. (1996) · PubMed · Cited by 28
Research works printed but not linked: 2
- Beatty, M. E., Letson, G. W. & Margolis, H. S. Estimating the global burden of dengue. Am. J. Trop. Med. Hyg. 81 (Suppl. 1). 231 (2009)
- Rodhain, F. La situation de la dengue dans le monde. Bull. Soc. Pathol. Exot. 89, 87–90 (1996)
Cited by
Sorted by citations
Vos, T., Barber, R. M., Bell, B., Bertozzi-Villa, A., Biryukov, S., Bolliger, I., Charlson, F., Davis, A., Degenhardt, L., Dicker, D., et al. (2015) · The Lancet · doi:10.1016/s0140-6736(15)60692-4 · Cited by 6,414
Global antibiotic consumption 2000 to 2010: an analysis of national pharmaceutical sales data
Boeckel, T. P. V., Gandra, S., Ashok, A., Caudron, Q., Grenfell, B. T., Levin, S. A., & Laxminarayan, R. (2014) · The Lancet Infectious Diseases · doi:10.1016/s1473-3099(14)70780-7 · Cited by 2,355
The global distribution of the arbovirus vectors Aedes aegypti and Ae. albopictus
Kraemer, M. U. G., Sinka, M. E., Duda, K. A., Mylne, A., Shearer, F. M., Barker, C. M., Moore, C. G., Carvalho, R. G., Coelho, G. E., Bortel, W. V., et al. (2015) · eLife · doi:10.7554/elife.08347 · Cited by 2,181
Self-citationScientists’ warning to humanity: microorganisms and climate change
Cavicchioli, R., Ripple, W. J., Timmis, K. N., Azam, F., Bakken, L. R., Baylis, M., Behrenfeld, M. J., Boëtius, A., Boyd, P. W., Classen, A. T., et al. (2019) · Nature Reviews Microbiology · doi:10.1038/s41579-019-0222-5 · Cited by 2,154
Health and climate change: policy responses to protect public health
Watts, N., Adger, W. N., Agnolucci, P., Blackstock, J., Byass, P., Cai, W., Chaytor, S., Colbourn, T., Collins, M., Cooper, A., et al. (2015) · The Lancet · doi:10.1016/s0140-6736(15)60854-6 · Cited by 2,055
Metadata
- Authors
- Bhatt, S., Gething, P. W., Brady, O. J., Messina, J. P., Farlow, A. W., Moyes, C. L., Drake, J. M., Brownstein, J. S., Hoen, A. G., Sankoh, O., Myers, M. F., George, D. B., Jaenisch, T., Wint, G. R. W., Simmons, C. P., Scott, T. W., Farrar, J. J., & Hay, S. I.
- Affiliations
- University of Oxford (GB)
- University of Georgia (US)
- Boston Children's Hospital (US)
- Dartmouth College (US)
- University of the Witwatersrand (ZA)
- National Institutes of Health (US)
- University Hospital Heidelberg (DE)
- Churchill Hospital (GB)
- National University of Singapore (SG)
- Corresponding author
- Hay, Simon I.
- ORCID
- Venue
- Nature
- Published
- 2013-04
- Volume
- 496
- Issue
- 7446
- Pages
- 504-507
- ISSN
- 0028-0836 (ISSN-L)
- 1476-4687
- PMC
- PMC3651993
- OpenAlex
- W2131222241
- Cited by
- 10,037
- References
- 52
- Citations by year
- 2026: 615 · 2025: 704 · 2024: 830 · 2023: 846 · 2022: 816 · 2021: 943 · 2020: 946 · 2019: 922 · 2018: 777 · 2017: 724 · 2016: 744 · 2015: 551 · 2014: 467 · 2013: 141
- FWCI
- 650.37
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- www.springer.com/tdm (tdm)
- Locations
- Nature (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- LSHTM Research Online (London School of Hygiene and Tropical Medicine) (acceptedVersion)
- Minerva Access (University of Melbourne) (submittedVersion)
- Digital Access to Scholarship at Harvard (DASH) (Harvard University) (submittedVersion, cc-by)
- RePEc: Research Papers in Economics (submittedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- Spiral (Imperial College London) (submittedVersion)
- Funders
- U.S. Department of Homeland Security
- Wellcome Trust (089276, 095066, 084368, 097318)
- European Commission (261504)
- National Institutes of Health (5r01ai069341-05)
- Biotechnology and Biological Sciences Research Council (1090403)
- National Institute of General Medical Sciences (R01GM083224)
- National Institute of Allergy and Infectious Diseases (R01-AI069341, R01AI091980)
- Fogarty International Center
- Topics
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Mosquito-borne diseases and control
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Dengue and Mosquito Control Research
- Physical Sciences › Environmental Science › Health, Toxicology and Mutagenesis › Climate Change and Health Impacts
- Keywords
- dengue, global burden of disease, dengue incidence, dengue risk mapping, Aedes, mosquito-borne viral disease, temperature and precipitation effects, urbanization, dengue prevention, dengue control, tropical and subtropical regions, dengue vaccine
- MeSH terms
- Dengue, Dengue Virus, Humans, Public Health, Quality Control, Rain, Risk Factors, Temperature, Tropical Climate, Urbanization, Global Health, World Health Organization, Cohort Studies, Incidence, Databases, Factual
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review