Evidence map›Paper›PMID 42448739›Full record

ArticleScientific reports2026

Analyzing the spatiotemporal dynamics of land use land cover change and its effects on land surface temperature in Weyib watershed, South Eastern Ethiopia.

Kanenus Fufa Dararo, Firdissa Sadeta Tiye, Diro Lenjisa Geleto

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
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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

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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

3 authors.

Kanenus Fufa DararoDepartment of Spatial Decision Support, Space Science and Geospatial Institute, Addis Ababa, Ethiopia. kanenusfufa430@gmail.com.
Firdissa Sadeta TiyeDepartment of Digital Image Processing, Space Science and Geospatial Institute, Addis Ababa, Ethiopia. firdisadeta@gmail.com.
Diro Lenjisa GeletoDepartment of Spatial Decision Support, Space Science and Geospatial Institute, Addis Ababa, Ethiopia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Understanding land use/land cover (LULC) dynamic and its impact on land surface temperature (LST) is crucial for sustainable watershed management and climate change adaptation. This study analyzed the spatiotemporal dynamics of LULC and its implications on LST for the Weyib watershed, Ethiopia. Using GIS and remote sensing techniques; the study investigates the link between land surface temperature (LST) and land cover indices, such as the normalized difference vegetation index (NDVI), normalized difference Barren index (NDBaI), and normalized difference water index (NDWI). Thermal and multispectral data were used to compute LST, NDVI, NDBaI, and NDWI using Landsat images from 1994 (TM), 2004 (ETM+), 2014 (ETM+), and 2024 (OLI/TIRS) in order to evaluate the initiative's effect on temperature control. The findings show notable shifts in land cover from 1994 to 2024. In particular, shrub land fell from 89,115.6 ha (23%) to 35,298.5 ha (9%), whilst built-up areas rose from 11,410.8 ha (3%) to 75,722.9 ha (19%). These changes show the influence of the Green Legacy Initiative (GLI) on landscape changes. LST dropped by 1.6 °C between 2004 and 2024, mainly due to extensive afforestation. This temperature decline corresponds with increased vegetation and water bodies, as indicated by negative correlation between LST and NDVI (R

Indexed as

Green legacyLand use landoverLSTNDVIWeyib watershed

Identifiers

PMID42448739
PMCPMC13369494

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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.