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References from Diagnosing ecosystem service mismatches through service flows and explainable AI: evidence from the Weihe River Basin, China. Local targets link to admitted publications; unresolved targets remain external evidence.
The gravity model
10.1146/annurev-economics-111809-125114 · 2011 · External reference
Visualizing the effects of predictor variables in black box supervised learning models
10.1111/rssb.12377 · 2020 · External reference
Spatial dynamics of ecosystem service flows: a comprehensive approach to quantifying actual services
10.1016/j.ecoser.2012.07.012 · 2013 · External reference
Mapping ecosystem service supply, demand and budgets
10.1016/j.ecolind.2011.06.019 · 2012 · External reference
Science for managing ecosystem services: beyond the millennium ecosystem assessment
10.1073/pnas.0808772106 · 2009 · External reference
Quantifying ecosystem services supply and demand shortfalls and mismatches for management optimisation
10.1016/j.scitotenv.2018.09.126 · 2019 · External reference
The value of the world's ecosystem services and natural capital
10.1038/387253a0 · 1997 · External reference
Integrating ecosystem services supply and demand into optimized management at different scales: a case study in Hulunbuir, China
10.1016/j.ecoser.2019.100984 · 2019 · External reference
Ecosystem services in decision making: time to deliver
10.1890/080025 · 2009 · External reference
Global estimates of the value of ecosystems and their services in monetary units
10.1016/j.ecoser.2012.07.005 · 2012 · External reference
A working guide to boosted regression trees
10.1111/j.1365-2656.2008.01390.x · 2008 · External reference
Solutions for a cultivated planet
10.1038/nature10452 · 2011 · External reference
Greedy function approximation: a gradient boosting machine
10.1214/aos/1013203451 · 2001 · External reference
Food security: the challenge of feeding 9 billion people
10.1126/science.1185383 · 2010 · External reference
Distinction, quantification and mapping of potential and realized supply-demand of flow-dependent ecosystem services
10.1016/j.scitotenv.2017.03.130 · 2017 · External reference
Quantifying spatial supply-demand mismatches in ecosystem services provides insights for land-use planning
10.1016/j.landusepol.2020.104493 · 2020 · External reference
EDGAR v4.3.2 Global Atlas of the three major greenhouse gas emissions for the period 1970–2012
10.5194/essd-11-959-2019 · 2019 · External reference
Evaluating regional water security through a freshwater ecosystem service flow model: a case study in Beijing-Tianjian-Hebei region, China
10.1016/j.ecolind.2017.05.034 · 2017 · External reference
Carbon sequestration service flow in the Guanzhong-Tianshui economic region of China: how it flows, what drives it, and where could be optimized?
10.1016/j.ecolind.2018.09.040 · 2019 · External reference
Understanding supply-demand mismatches in ecosystem services and interactive effects of drivers to support spatial planning in Tianjin metropolis, China
10.1016/j.scitotenv.2023.165067 · 2023 · External reference
Linking ecological and social systems to promote regional security management: a perspective of ecosystem services supply-flow-demand
10.1016/j.ecolind.2023.111124 · 2023 · External reference
High resolution global gridded data for use in population studies
10.1038/sdata.2017.1 · 2017 · External reference
From local explanations to global understanding with explainable AI for trees
10.1038/s42256-019-0138-9 · 2020 · External reference
Multi-scenario analysis and optimization strategy of ecological security pattern in the Weihe river basin
10.1016/j.jenvman.2024.121813 · 2024 · External reference
Ecological compensation based on multiscale ecosystem carbon sequestration service flow
10.1016/j.jenvman.2024.123396 · 2024 · External reference
Modeling multiple ecosystem services, biodiversity conservation, commodity production, and tradeoffs at landscape scales
10.1890/080023 · 2009 · External reference
The extraction of drainage networks from digital elevation data
10.1016/s0734-189x(84)80011-0 · 1984 · External reference
Ecosystem services response to urbanization in metropolitan areas: thresholds identification
10.1016/j.scitotenv.2017.06.218 · 2017 · External reference
Spatiotemporal patterns, driving mechanisms, and threshold responses of watershed ecosystem services from a supply-demand flow perspective
2026 · External reference
Empirical validation of the InVEST water yield ecosystem service model at a national scale
10.1016/j.scitotenv.2016.06.227 · 2016 · External reference
Getting the measure of ecosystem services: a social–ecological approach
10.1890/120144 · 2013 · External reference
Integrating supply, flow and demand to enhance the understanding of interactions among multiple ecosystem services
10.1016/j.scitotenv.2018.09.235 · 2019 · External reference
Understanding the spatial relationships and drivers of ecosystem service supply-demand mismatches towards spatially-targeted management of social-ecological system
10.1016/j.jclepro.2023.136882 · 2023 · External reference
A framework for integrated river health assessment: application to the Weihe River Basin, China
10.1016/j.jenvman.2025.128331 · 2026 · External reference
Spatial indicators for the assessment of ecosystem services: providing, benefiting and connecting areas and landscape metrics
10.1016/j.ecolind.2012.02.013 · 2012 · External reference
A new method for the determination of flow directions and upslope areas in grid digital elevation models
10.1029/96wr03137 · 1997 · External reference
A comparison of tools for modeling freshwater ecosystem services
10.1016/j.jenvman.2011.06.040 · 2011 · External reference
Capacity, pressure, demand, and flow: a conceptual framework for analyzing ecosystem service provision and delivery
10.1016/j.ecocom.2013.07.004 · 2013 · External reference
High-resolution net ecosystem productivity modeling reveals spatiotemporal heterogeneity of urban carbon metabolism
10.20517/cf.2025.67 · 2025 · External reference
Assessment of aquatic ecological health based on determination of biological community variability of fish and macroinvertebrates in the Weihe River Basin, China
10.1016/j.jenvman.2020.110651 · 2020 · External reference
Threshold effects and supply-demand ratios should be considered in the mechanisms driving ecosystem services
10.1016/j.ecolind.2022.109281 · 2022 · External reference
An integrated analysis framework of supply, demand, flow, and use to better understand realized ecosystem services
10.1016/j.ecoser.2024.101649 · 2024 · External reference
Evaluating the match between natural ecosystem service supply and cultural ecosystem service demand: perspectives on spatiotemporal heterogeneity
10.1016/j.eiar.2024.107592 · 2024 · External reference
Application of ecosystem service flows model in water security assessment: a case study in Weihe River Basin, China
10.1016/j.ecolind.2020.106974 · 2021 · External reference
Capacity, pressure, demand, and flow: a conceptual framework for analyzing ecosystem service provision and delivery
10.1016/j.ecocom.2013.07.004 · ExternalCitation · doi-reference
Mapping ecosystem service supply, demand and budgets
10.1016/j.ecolind.2011.06.019 · ExternalCitation · doi-reference
Spatial indicators for the assessment of ecosystem services: providing, benefiting and connecting areas and landscape metrics
10.1016/j.ecolind.2012.02.013 · ExternalCitation · doi-reference
Evaluating regional water security through a freshwater ecosystem service flow model: a case study in Beijing-Tianjian-Hebei region, China
10.1016/j.ecolind.2017.05.034 · ExternalCitation · doi-reference
Carbon sequestration service flow in the Guanzhong-Tianshui economic region of China: how it flows, what drives it, and where could be optimized?
10.1016/j.ecolind.2018.09.040 · ExternalCitation · doi-reference
Application of ecosystem service flows model in water security assessment: a case study in Weihe River Basin, China
10.1016/j.ecolind.2020.106974 · ExternalCitation · doi-reference
Threshold effects and supply-demand ratios should be considered in the mechanisms driving ecosystem services
10.1016/j.ecolind.2022.109281 · ExternalCitation · doi-reference
Linking ecological and social systems to promote regional security management: a perspective of ecosystem services supply-flow-demand
10.1016/j.ecolind.2023.111124 · ExternalCitation · doi-reference
Global estimates of the value of ecosystems and their services in monetary units
10.1016/j.ecoser.2012.07.005 · ExternalCitation · doi-reference
Spatial dynamics of ecosystem service flows: a comprehensive approach to quantifying actual services
10.1016/j.ecoser.2012.07.012 · ExternalCitation · doi-reference
Integrating ecosystem services supply and demand into optimized management at different scales: a case study in Hulunbuir, China
10.1016/j.ecoser.2019.100984 · ExternalCitation · doi-reference
An integrated analysis framework of supply, demand, flow, and use to better understand realized ecosystem services
10.1016/j.ecoser.2024.101649 · ExternalCitation · doi-reference
Evaluating the match between natural ecosystem service supply and cultural ecosystem service demand: perspectives on spatiotemporal heterogeneity
10.1016/j.eiar.2024.107592 · ExternalCitation · doi-reference
Understanding the spatial relationships and drivers of ecosystem service supply-demand mismatches towards spatially-targeted management of social-ecological system
10.1016/j.jclepro.2023.136882 · ExternalCitation · doi-reference
A comparison of tools for modeling freshwater ecosystem services
10.1016/j.jenvman.2011.06.040 · ExternalCitation · doi-reference
Assessment of aquatic ecological health based on determination of biological community variability of fish and macroinvertebrates in the Weihe River Basin, China
10.1016/j.jenvman.2020.110651 · ExternalCitation · doi-reference
Multi-scenario analysis and optimization strategy of ecological security pattern in the Weihe river basin
10.1016/j.jenvman.2024.121813 · ExternalCitation · doi-reference
Ecological compensation based on multiscale ecosystem carbon sequestration service flow
10.1016/j.jenvman.2024.123396 · ExternalCitation · doi-reference
A framework for integrated river health assessment: application to the Weihe River Basin, China
10.1016/j.jenvman.2025.128331 · ExternalCitation · doi-reference
Quantifying spatial supply-demand mismatches in ecosystem services provides insights for land-use planning
10.1016/j.landusepol.2020.104493 · ExternalCitation · doi-reference
Empirical validation of the InVEST water yield ecosystem service model at a national scale
10.1016/j.scitotenv.2016.06.227 · ExternalCitation · doi-reference
Distinction, quantification and mapping of potential and realized supply-demand of flow-dependent ecosystem services
10.1016/j.scitotenv.2017.03.130 · ExternalCitation · doi-reference
Ecosystem services response to urbanization in metropolitan areas: thresholds identification
10.1016/j.scitotenv.2017.06.218 · ExternalCitation · doi-reference
Quantifying ecosystem services supply and demand shortfalls and mismatches for management optimisation
10.1016/j.scitotenv.2018.09.126 · ExternalCitation · doi-reference
Integrating supply, flow and demand to enhance the understanding of interactions among multiple ecosystem services
10.1016/j.scitotenv.2018.09.235 · ExternalCitation · doi-reference
Understanding supply-demand mismatches in ecosystem services and interactive effects of drivers to support spatial planning in Tianjin metropolis, China
10.1016/j.scitotenv.2023.165067 · ExternalCitation · doi-reference
The extraction of drainage networks from digital elevation data
10.1016/s0734-189x(84)80011-0 · ExternalCitation · doi-reference
A new method for the determination of flow directions and upslope areas in grid digital elevation models
10.1029/96wr03137 · ExternalCitation · doi-reference
The value of the world's ecosystem services and natural capital
10.1038/387253a0 · ExternalCitation · doi-reference
Solutions for a cultivated planet
10.1038/nature10452 · ExternalCitation · doi-reference
From local explanations to global understanding with explainable AI for trees
10.1038/s42256-019-0138-9 · ExternalCitation · doi-reference
High resolution global gridded data for use in population studies
10.1038/sdata.2017.1 · ExternalCitation · doi-reference
Science for managing ecosystem services: beyond the millennium ecosystem assessment
10.1073/pnas.0808772106 · ExternalCitation · doi-reference
A working guide to boosted regression trees
10.1111/j.1365-2656.2008.01390.x · ExternalCitation · doi-reference
Visualizing the effects of predictor variables in black box supervised learning models
10.1111/rssb.12377 · ExternalCitation · doi-reference
Food security: the challenge of feeding 9 billion people
10.1126/science.1185383 · ExternalCitation · doi-reference
The gravity model
10.1146/annurev-economics-111809-125114 · ExternalCitation · doi-reference
Greedy function approximation: a gradient boosting machine
10.1214/aos/1013203451 · ExternalCitation · doi-reference
Modeling multiple ecosystem services, biodiversity conservation, commodity production, and tradeoffs at landscape scales
10.1890/080023 · ExternalCitation · doi-reference
Ecosystem services in decision making: time to deliver
10.1890/080025 · ExternalCitation · doi-reference
Getting the measure of ecosystem services: a social–ecological approach
10.1890/120144 · ExternalCitation · doi-reference
High-resolution net ecosystem productivity modeling reveals spatiotemporal heterogeneity of urban carbon metabolism
10.20517/cf.2025.67 · ExternalCitation · doi-reference
EDGAR v4.3.2 Global Atlas of the three major greenhouse gas emissions for the period 1970–2012
10.5194/essd-11-959-2019 · ExternalCitation · doi-reference