Efficacy-adjusted use: modelling a refined metric of insecticide treated net coverage across Africa
Tan, E.; Jayaseelen, R.; Saddler, A.; van den Berg, M.; Vargas, C.; Golding, N.; Weiss, D. J.; Bertozzi-Villa, A.; Gething, P. W.; Symons, T. L.
Show abstract
Insecticide-treated net (ITN) use - defined as the proportion of a population that use ITNs - is a measure of ITN uptake that is used in the estimation of malaria burden and evaluation of intervention programs. However, binary classification of individuals as users or non-users does not account for variations in ITN-related protection attributed to deleterious factors such as chemical and physical degradation, and increased insecticide resistance in vector populations. In this paper, we present a parsimonious model for malaria dynamics in mosquito-human populations in the presence of varying ITN use conditions. Using this model, we propose a new standardised measure of ITN coverage termed the "efficacy-adjusted use" defined as the equivalent level of use, assuming fully efficacious nets, that would be required to achieve the same level of theoretical EIR reduction. This more nuanced measure is used as a proxy for studying ITN-attributed protection across 44 African countries. We find that estimated protection levels in current ITN paradigms is significantly lower than indicated by crude ITN use metrics, with insecticide resistance having the largest deleterious effect. Furthermore, recent adoption of next-generation nets is estimated to have mitigated a 13% reduction in protection compared to a counterfactual pyrethroid only scenario.
Matching journals
The top 7 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Reducing malaria burden and accelerating elimination with long-lasting systemic insecticides: a modeling study of three potential use cases 97%
- The Gini Coefficient as a useful measure of malaria inequality among populations 94%
- Shifting transmission risk for malaria in Africa with climate change: a framework for planning and intervention 94%
Similar papers in this journal
- Modelling the impact of larviciding as a supplementary malaria vector control intervention in rural south-eastern Tanzania: A district-level simulation study 95%
- An evidence synthesis approach for combining different data sources illustrated using entomological efficacy of insecticides for indoor residual spraying 94%
- The basic reproduction number of COVID-19 across Africa 94%
Similar papers in this journal
- Inference of malaria transmission dynamics under varying assumptions about the spatial scale of transmission: a modelling study in three elimination settings 94%
- Ex ante analyses can predict natural enemy efficacy in biological control 93%
- Better individual-level risk models can improve the targeting and life-saving potential of early-mortality interventions 93%
Similar papers in this journal
- COMET-LF: A Compartmental Model of Dynamics of Infection, Disease, and Elimination Strategies for Lymphatic Filariasis 94%
- Transmission and cost-effectiveness modelling to estimate the progress towards elimination and future strategy optimisation for gambiense human African trypanosomiasis in Uganda 94%
- Modelling testing and response strategies for COVID-19 outbreaks in remote Australian Aboriginal communities 92%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.