ArticleScientific reports2026
Thermal variations and urban compactness: developing UHI indices using remote sensing.
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.
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.
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.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
Abstract
Amid growing concerns about climate change, interactions between the urban thermal environment and urban structure have garnered significant attention from researchers and policymakers. Using Bialystok, a medium-sized European city with compact urban structures, as a case study for urban development challenges, the research aimed to show how compact forms affect the expansion, or spillover, of the surface urban heat island (SUHI) using Landsat datasets. The study explored the relationship between SUHI, land use/land cover (LULC), and impervious surface density. The findings revealed that urban expansion contributed to SUHI spillover between 1994 and 2022. It also highlighted the consequences of thermal changes across different LULC classes, indicating that a 10% increase in impervious surface density could raise the land surface temperature (LST) by more than 0.6 °C. However, a non-linear model revealed that specific areas show varying sensitivity to changes in LST. Overheating of artificial surfaces, including housing zones, was identified, consequently affecting 75.5% of the city’s population. The analysis further shows that the density of development contributes to disproportionate exposure to heat. Therefore, the city’s compactness may weaken its heat resilience and increase the likelihood of SUHI occurrence, underscoring the need for strategic cooling measures in urban planning.
Identifiers
What OpenQuestion holds
Registered trials
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.