Evidence map›Paper›PMID 41520001›Full record

ArticleScientific reports2026

Drivers and mitigation of nocturnal heat Island propagation in Changsha music cultural districts.

Shali Xie, Tianxiang Long, Minjia Huang

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

3 authors.

Shali XieSchool of Architecture and Art, Central South University, Changsha, 410083, China.
Tianxiang LongCollege of Architecture and Urban Planning, Hunan City University, Yiyang, 413000, China.
Minjia HuangSchool of Architecture and Art, Central South University, Changsha, 410083, China. 212186@csu.edu.cn.

Funding

Hunan Provincial Social Science Foundation.( General project "Research on the Inheritance Path of Intangible Cultural Heritage of Xiangbei Folk Art," 24YBA265
6 · The paper itself

Abstract

Nighttime cultural districts concentrate dense human activity, intense illumination, and continuous operations, which can generate pronounced nocturnal thermal anomalies that remain insufficiently examined in urban heat island (UHI) research. This study analyzes how nocturnal UHIs form and propagate across five representative music-cultural districts in Changsha, China, between 2013 and 2024. Using multi-source satellite observations in combination with XGBoost, principal component regression, structural equation modeling, and a Gaussian diffusion kernel, we reconstructed high-resolution nocturnal land surface temperature (LST) patterns and assessed the drivers of spatial variability. Results show a steady citywide warming trend, peaking in 2022 with a mean nocturnal LST of 17.03 °C (maximum 21.32 °C), accompanied by increasing spatial heterogeneity. Music-cultural districts showed heterogeneous thermal risk profiles, commercial corridors such as Jiefang West Road were consistently 1.0-2.1 °C hotter than surrounding areas, while river- and park-adjacent districts such as Orange Island and Meixihu functioned as persistent cold islands (- 2.0 to - 2.8 °C). Diffusion analysis revealed corridor-like propagation with gradients of 1.5-4.2 °C km

Indexed as

Heat-Diffusion simulationMitigation strategiesMusic-Cultural districtNocturnal urban heat islandSpatial variability

Identifiers

PMID41520001
PMCPMC12877168

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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.