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Title: Non-linear impacts of social and ecological drivers on ecosystem services : a threshold perspective
Authors: Zhang, Y
Liu, S
Yu, P 
Liu, H
Kong, F
Jin, G
Chen, Y
Issue Date: Oct-2025
Source: Urban science, Oct. 2025, v. 9, no. 10, 390
Abstract: Exploring the impact of socio-ecological drivers on ecosystem services (ESs) is critical to ES conservation and restoration. Although a considerable amount of the literature has focused on this topic, few studies have investigated the non-linear impact thresholds of socio-ecological drivers on ESs from a global perspective. In this study, multisource geospatial data was integrated with ecological modeling to quantify six typical ESs in Wuhan, China. Dominant drivers were identified through random forests, and non-linear relationships and thresholds were analyzed by partial dependence analysis. The results revealed that elevator, distance from rivers, soil organic carbon content, aggregation index, and Shannon diversity index were the dominant drivers of most ESs. Moreover, three types of non-linear impact thresholds exist in the relationship between ESs and their socio-ecological drivers: “single threshold” effects; “monotonic impact” effects; and “complex curve” effects, including “S-shape”, “inverted U-shape” and “inverted S-shape” effects. Based on these findings, we proposed policy guidance to inform ecological protection and restoration aimed at enhancing ES provision and promoting sustainable development.
Keywords: Ecosystem services
Partial dependency analysis
Random forest
Socio-ecological drivers
Threshold
Publisher: MDPI AG
Journal: Urban science 
EISSN: 2413-8851
DOI: 10.3390/urbansci9100390
Rights: Copyright: © 2025 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
The following publication Zhang, Y., Liu, S., Yu, P., Liu, H., Kong, F., Jin, G., & Chen, Y. (2025). Non-Linear Impacts of Social and Ecological Drivers on Ecosystem Services: A Threshold Perspective. Urban Science, 9(10), 390 is available at https://doi.org/10.3390/urbansci9100390.
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