Evidence map›Paper›PMID 42218154›Full record

ArticleNature communications2026

Optimized spatial planning offers a dual solution for managing urban heat and air pollution in humid subtropical climates.

Liuhua Zhu, Fan Wang, Chris P Nielsen, Gregory R Carmichael, Meng Gao

Abstract read
In one paragraph

Article in Nature communications, 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

5 authors.

Liuhua ZhuDepartment of Geography, Hong Kong Baptist University, Hong Kong, China.ORCID http://orcid.org/0000-0002-1645-4619
Fan WangDepartment of Geography, Hong Kong Baptist University, Hong Kong, China.
Chris P NielsenJohn A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, USA.ORCID http://orcid.org/0000-0001-8043-2409
Gregory R CarmichaelDepartment of Chemical and Biochemical Engineering, University of Iowa, Iowa City, IA, USA.
Meng GaoDepartment of Geography, Hong Kong Baptist University, Hong Kong, China. mmgao2@hkbu.edu.hk.ORCID http://orcid.org/0000-0002-7323-1630

Funding

National Natural Science Foundation of China (National Science Foundation of China) 42375095
6 · The paper itself

Abstract

As cities expand, urban heat islands and air pollution have merged, especially in humid subtropical cities. Yet a dual solution remains lacking to simultaneously mitigate these two issues due to complex meteorology-chemistry interactions. Based on numerical simulations and a multi-objective optimization algorithm, we develop an optimized spatial planning that considers the intricate interplay between urban heat and pollution. Optimized development prioritizes urban locations upwind of the summer monsoon, and suggests developing medium-density urban (where the built-up fraction ranges from 0.5 to 0.8), as well as increasing urban green space fractions from 0.15 to 0.27. Such an urban layout yields the greatest reductions in urban warming and pollution. Both regression analysis and numerical simulations confirm the effectiveness of the framework. Enhanced ventilation improves air quality, while strong southerly winds mitigate urban heat. This study underscores the necessity of addressing urban heat and air pollution simultaneously.

Identifiers

PMID42218154
PMCPMC13396456

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.