Evidence map›Paper›PMID 41998100›Full record

ArticleScientific reports2026

Coupling coordination, obstacle factors and predictive analysis of "Social Economic-Resource Ecological-Human Response" in Yiluo River Basin.

Yongxiao Cao, Sihui Song, Huaibin Wei, Ruijiao Zhang, Runtian Shi

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

5 authors.

Yongxiao CaoSchool of Water Conservancy, North China University of Water Resources and Electric Power, Zhengzhou, 450046, China.
Sihui SongSchool of Water Conservancy, North China University of Water Resources and Electric Power, Zhengzhou, 450046, China.
Huaibin WeiSchool of Management and Economics, North China University of Water Resources and Electric Power, Zhengzhou, 450046, China. weihuaibin@ncwu.edu.cn.
Ruijiao ZhangSchool of Water Conservancy, North China University of Water Resources and Electric Power, Zhengzhou, 450046, China.
Runtian ShiSchool of Water Conservancy, North China University of Water Resources and Electric Power, Zhengzhou, 450046, China.

Funding

the National Natural Science Foundation of China No.52209018the open subjects of Henan Key Laboratory of Ecological Environment Protection and Restoration of Yellow River Basin No. LYBEPR202204
6 · The paper itself

Abstract

Coordinating socio-economic development with resource-ecological protection is a core task for achieving ecological protection and high-quality development in the Yellow River Basin. The key lies in revealing the mechanisms and transmission paths of policy interventions influencing resource-ecosystems through human behavior. However, existing research largely focuses on the binary coupling analysis of socio-economic and resource-ecosystem aspects at the basin or provincial/municipal levels, neglecting the actual responses and spatial heterogeneity of policies at the county/district level (the implementation unit). This results in a limited understanding of policy implementation effects and system coordination mechanisms. Furthermore, the mediating and feedback roles of proactive human responses in system regulation under policy contexts lack systematic characterization, hindering the scientific assessment of regional coordinated development levels. Therefore, this paper takes the Yiluo River Basin as the research object, constructing a socio-economic, resource-ecological and human response (F–E–H) system framework to systematically analyze the interaction paths and mechanisms among these three elements, aiming to provide theoretical support for policy effectiveness evaluation and refined basin governance. Using panel data from 25 districts and counties from 2012 to 2021, an integrated evaluation framework was constructed to assess the development levels of the F–E–H systems. The coupling coordination degree (CCD) model was applied to quantify the coordination relationships among the three subsystems, while the obstacle degree model was used to identify key factors constraining coordinated development. In addition, a gray forecasting model was employed to project the future evolution of the coupling coordination level. The results indicate that the overall development of the F–E–H systems in the Yiluo River Basin exhibited a steady upward trend during the study period. By 2021, the overall CCD exceeded 0.72, reaching a moderate coordination level, although significant constraints remained. At the guideline level, obstacles were mainly associated with the driving and human response subsystems, while at the indicator level, air quality and afforestation area were identified as the primary limiting factors. Under the combined influence of policy interventions and technological progress, the CCD of most districts and counties is projected to exceed 0.8 by 2030, indicating a transition toward advanced coordination. Based on these findings, this study highlights the critical role of human responses to policy measures in enhancing watershed coordination and proposes targeted governance strategies to promote balanced and high-quality development in the Yiluo River Basin.

Indexed as

Coupling coordination modelDPSIR modelGray forecasting modelObstacle modelSustainable developmentYiluo River

Identifiers

PMID41998100
PMCPMC13249990

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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.