Evidence map›Paper›PMID 41772107›Full record

ArticleScientific reports2026

Geospatial analysis of surface water and groundwater quality using GIS in Ishaka subcounty, Bushenyi District, Uganda.

Abdulkadir Ahmed Mohamed, Ambiga Kannapiran, Ahmed Mohamed Suliman Badawi, Supriya S

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. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

4 authors.

Abdulkadir Ahmed MohamedWater Resources Engineering, Department of Civil Engineering, Kampala International University, Western Campus, Ishaka, Uganda.
Ambiga KannapiranDepartment of Civil Engineering, Kampala International University, Western Campus, Ishaka, Uganda. ambigak@kiu.ac.ug.
Ahmed Mohamed Suliman BadawiDepartment of Civil Engineering, Kampala International University, Western Campus, Ishaka, Uganda.
Supriya SDepartment of Chemistry, Jansons Institute of Technology, Coimbatore, Tamilnadu, India.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Access to safe drinking water remains a major public health challenge in low- and middle-income countries, particularly in rapidly urbanizing peri-urban settings. This study assessed the spatial variability of physicochemical and microbiological water quality in Ishaka Subcounty, western Uganda, using field-based measurements integrated with Geographic Information Systems (GIS). A total of 49 water samples were analysed for physicochemical parameters (pH, electrical conductivity, total dissolved solids, total suspended solids, temperature, dissolved oxygen, and nitrates) and microbiological indicators (faecal coliforms and Escherichia coli). Spatial interpolation was performed using the Thin Plate Spline method. Results indicate that physicochemical parameters largely complied with WHO and Uganda National Bureau of Standards drinking-water guidelines, while microbiological contamination was widespread and spatially clustered. These findings demonstrate that microbial contamination poses the most significant public health risk despite generally acceptable chemical water quality. The study provides spatially explicit evidence to support targeted water safety interventions and public health planning in similar peri-urban environments.

Indexed as

Biological parameters, Sample SitesGIS mappingPhysicochemical parametersWater qualityWHO standards

Identifiers

PMID41772107
PMCPMC13057119

What OpenQuestion holds

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Registered trials

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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.