Evidence map›Paper›PMID 42135415›Full record

ArticleScientific reports2026

Environmental factors influencing mosquito breeding and malaria transmission using geospatial technologies in the Wabi Shebele sub-basin, Ethiopia.

Biratu Bobo Merga, Kenate Worku Tabor, Mekonin Hunde Geletu, Ebisa Zerihun, Estifanos Abera Gemeda, Mitiku Badasa Moisa, Dessalegn Obsi Gemeda

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Biratu Bobo MergaDepartment of Geography and Environmental Studies, College of Social Science and Humanities, Jimma University, Jimma, Ethiopia. bira2bobo@gmail.com.ORCID http://orcid.org/0000-0002-7249-7576
Kenate Worku TaborDepartment of Geography and Environmental Studies, College of Social Science and Humanities, Jimma University, Jimma, Ethiopia.
Mekonin Hunde GeletuDepartment of Geographic Information Science, Institute of Land Administration, Oda Bultum University, Chiro, Ethiopia.
Ebisa ZerihunDepartment of Nursing, College of Health Science, Oda Bultum University, Chiro, Ethiopia.
Estifanos Abera GemedaDepartment of Geographic Information Science, Institute of Land Administration, Oda Bultum University, Chiro, Ethiopia.
Mitiku Badasa MoisaDepartment of Earth Science, College of Natural and Computational Science, Wollega University, Nekemte Campus, Nekemte, Ethiopia.ORCID http://orcid.org/0000-0003-1788-0035
Dessalegn Obsi GemedaDepartment of Natural Resources Management, College of Agriculture and Veterinary Medicine, Jimma University, Jimma, Ethiopia.ORCID http://orcid.org/0000-0002-8635-260X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Malaria is a life-threatening disease influenced by environmental factors such as temperature, vegetation, water availability, altitude, and rainfall, which shape mosquito breeding and transmission. This study aimed to assess environmental factors influencing mosquito breeding and malaria transmission using geospatial techniques in the Wabi Shebele sub-basin of Ethiopia. Seven key environmental factors: Land use land cover (LULC) types, land surface temperature (LST), normalized difference vegetation index (NDVI), normalized difference water index (NDWI), normalized difference moisture index (NDMI), elevation, and rainfall were employed to identify factors that influence malaria transmission. The results show that areas with high Land surface tempature (LST), particularly bare land (33.66 °C), grassland (31.76 °C), and agricultural land (31.42 °C) provide favorable conditions for malaria vector breeding. Agricultural land, comprising 24.78%, enhances malaria risk by offering ideal breeding sites. Conversely, forested areas with lower LST (26.98 °C) and areas with high NDVI and low NDWI (highland zones) were associated with low malaria risk due to cooler microclimates and limited water availability. The soil moisture index clearly shows that lower elevations are associated with higher soil moisture due to proximity to water bodies, which facilitates malaria vector breeding. Agricultural land, high LST, low elevation, high soil moisture, and moderate to high rainfall are the primary environmental factors facilitating malaria distribution. A malaria control approach in the study area should focus on managing environmental factors, particularly in high-risk areas like agricultural lands and low-elevation zones, while promoting sustainable land use practices to reduce mosquito breeding sites. This finding underscore the utility of geospatial analysis in guiding malaria control, particularly in identifying potential mosquito breeding sites and environmental risk zones for spatially targeted interventions.

Indexed as

CulicidaeMalariaMosquito VectorsAgricultureAnimalsBreedingEnvironmentEthiopiaHumansRainTemperatureEnvironmental factorsGeospatial techniquesMalariaMosquito breeding

Identifiers

PMID42135415
PMCPMC13396624

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.