Evidence map›Paper›PMID 42575909›Full record

ArticleScientific reports2026

Spatial interrelationships between flood risk and ecosystem services in the Beijing-Tianjin-Hebei region at multiple scales.

Meng-Hao Xi, Hao-Xuan Zhang, Peng Yao, Ui-Ming Li, Yi Tang, Long-Sheng Huang, Luo-Lan Yao, Hong-Yu Fan

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
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0citing papers in PubMed
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1 · What the graph read from it

What it found

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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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3 · Its place in the literature

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No citing paper in PubMed yet.

4 · The record

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5 · Who and what money

Authors and funding

8 authors.

Meng-Hao XiSchool of Emergency Technology and Management, Institute of Disaster Prevention, Sanhe, 065201, China.
Hao-Xuan ZhangSchool of Emergency Technology and Management, Institute of Disaster Prevention, Sanhe, 065201, China. 934830262@qq.com.
Peng YaoSchool of Emergency Technology and Management, Institute of Disaster Prevention, Sanhe, 065201, China.
Ui-Ming LiSchool of Emergency Technology and Management, Institute of Disaster Prevention, Sanhe, 065201, China. likuiming@cidp.edu.cn.
Yi TangSchool of Emergency Technology and Management, Institute of Disaster Prevention, Sanhe, 065201, China.
Long-Sheng HuangSchool of Emergency Technology and Management, Institute of Disaster Prevention, Sanhe, 065201, China.
Luo-Lan YaoGeneral Education College, Beijing Agricultural Vocational College, Beijing, 10012, China.
Hong-Yu FanSchool of Emergency Technology and Management, Institute of Disaster Prevention, Sanhe, 065201, China.

Funding

Langfang Municipal Science and Technology Research and Development Program 2024013016National Natural Science Foundation of China Grant No. 72174019,72574017
6 · The paper itself

Abstract

Against the backdrop of global climate change and rapid urbanization, the coexistence of intensifying flood risk and ecosystem service degradation in the Beijing-Tianjin-Hebei (BTH) region has emerged as a major constraint on regional sustainable development. This study develops an integrated framework of "multi-scale assessment-association analysis-mechanism exploration," and comprehensively applies the InVEST model, the RUSLE model, random forest algorithms, spatial autocorrelation analysis, and coupling coordination degree models to systematically investigate the complex relationships and scale effects between flood risk and key ecosystem services-namely water yield and soil conservation-in the BTH region. The results indicate that: (1) the spatial patterns of both flood risk and ecosystem services exhibit pronounced scale dependence, with high-risk areas concentrated in piedmont plains and urban built-up zones, while high ecosystem service areas are stably distributed within the Yanshan and Taihang ecological barrier regions, resulting in a clear spatial mismatch characterized by "high risk-low service"; (2) the relationship between water yield service and flood risk demonstrates a scale reversal, shifting from a weak negative correlation at the micro-scale to a significant positive correlation at meso- and macro-scales, whereas soil conservation service consistently exhibits a stable negative correlation with flood risk at meso- and macro-scales, with the strength of this relationship increasing with scale; and (3) bivariate spatial analysis identifies spatial synergy zones of "high water yield-high flood risk" and spatial trade-off zones of "high soil conservation-low flood risk," while coupling coordination degree assessment reveals the coexistence of coordinated and maladjusted states across the region, with relatively poorer coordination between soil conservation and flood risk. From a multi-scale perspective, this study deepens the understanding of the coupling mechanisms between flood risk and ecosystem services, and provides a scientific basis for ecological restoration, resilient urban planning, and coordinated watershed governance in the Beijing-Tianjin-Hebei region.

Indexed as

Beijing–Tianjin–Hebei regionCoupling coordination degreeEcosystem servicesFlood riskScale effectsSoil conservationWater yield service

Identifiers

PMID42575909
PMCPMC13458531

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LicenceCC BY-NC-ND
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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.