2018
DOI: 10.1186/s12916-018-1060-4
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Spatio-temporal mapping of Madagascar’s Malaria Indicator Survey results to assess Plasmodium falciparum endemicity trends between 2011 and 2016

Abstract: BackgroundReliable measures of disease burden over time are necessary to evaluate the impact of interventions and assess sub-national trends in the distribution of infection. Three Malaria Indicator Surveys (MISs) have been conducted in Madagascar since 2011. They provide a valuable resource to assess changes in burden that is complementary to the country’s routine case reporting system.MethodsA Bayesian geostatistical spatio-temporal model was developed in an integrated nested Laplace approximation framework … Show more

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Cited by 59 publications
(88 citation statements)
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References 34 publications
(51 reference statements)
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“…23,24 A policy shift toward their routine use across the island began in 2007, and these now represent the only method of malaria diagnosis outside referral hospitals. 25 In this country of heterogeneous malaria epidemiology, P. falciparum predominates 25,26 ; however, clinical P. vivax malaria exists alongside P. falciparum. 18,19 Given the country's current focus on malaria elimination, 27 correct interpretation of different RDT results, obtained with a PfHRP2/ pan-pLDH combination RDT, is therefore important from both epidemiological surveillance and treatment standpoints.…”
Section: Discussionmentioning
confidence: 99%
“…23,24 A policy shift toward their routine use across the island began in 2007, and these now represent the only method of malaria diagnosis outside referral hospitals. 25 In this country of heterogeneous malaria epidemiology, P. falciparum predominates 25,26 ; however, clinical P. vivax malaria exists alongside P. falciparum. 18,19 Given the country's current focus on malaria elimination, 27 correct interpretation of different RDT results, obtained with a PfHRP2/ pan-pLDH combination RDT, is therefore important from both epidemiological surveillance and treatment standpoints.…”
Section: Discussionmentioning
confidence: 99%
“…Wild-caught mosquitoes were collected by Case Western Reserve University and Madagascar NMCP entomologists in December 2017 (six nights) and April 2018 (five nights), corresponding to either side of the rainy season (December to March [33]). A peak in clinical malaria has been observed in April-May for the Tsiromandidy Health District [34].…”
Section: Methodsmentioning
confidence: 99%
“…These were temporally aligned with the health facility data and included the Climate Hazards Group Infrared Precipitation and Station data (CHIRPS), enhanced vegetation index (EVI), daytime land surface temperature (LST_day), diurnal difference in land surface temperature (LST_delta), night-time land surface temperature (LST_night), tasselled cap brightness (TCB), tasselled cap wetness (TCW), and the temperature suitability indices for Plasmodium falciparum and Plasmodium vivax (TSI_Pf and TSI_Pv). Details on the sources of these data are available elsewhere [19,20]. To relate the observed seasonal patterns to the potential driving factors, monthly medians of these environmental data were derived and standardised.…”
Section: Study Datamentioning
confidence: 99%
“…To relate the observed seasonal patterns to the potential driving factors, monthly medians of these environmental data were derived and standardised. One to 3 month lags were included for each covariate to allow for delayed and accumulated responses to these environmental variables [19].…”
Section: Study Datamentioning
confidence: 99%
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