{"id":"https://openalex.org/W7124167553","doi":"https://doi.org/10.3390/su18020839","title":"Research on Ecological Compensation in the Yangtze River Economic Belt Based on Water-Energy-Food Service Flows and XGBoost-SHAP Analysis","display_name":"Research on Ecological Compensation in the Yangtze River Economic Belt Based on Water-Energy-Food Service Flows and XGBoost-SHAP Analysis","publication_year":2026,"publication_date":"2026-01-14","ids":{"openalex":"https://openalex.org/W7124167553","doi":"https://doi.org/10.3390/su18020839"},"language":"en","primary_location":{"id":"doi:10.3390/su18020839","doi":"https://doi.org/10.3390/su18020839","is_oa":true,"landing_page_url":"https://doi.org/10.3390/su18020839","pdf_url":"https://www.mdpi.com/2071-1050/18/2/839/pdf","source":{"id":"https://openalex.org/S10134376","display_name":"Sustainability","issn_l":"2071-1050","issn":["2071-1050"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sustainability","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2071-1050/18/2/839/pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5123033862","display_name":"Hao Wang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I140221134","display_name":"Anhui Agricultural University","ror":"https://ror.org/0327f3359","country_code":"CN","type":"education","lineage":["https://openalex.org/I140221134"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Wang","raw_affiliation_strings":["School of Forestry and Landscape Architecture, Anhui Agricultural University, Hefei 230036, China","School of Resources and Environment, Anhui Agricultural University, Hefei 230036, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Forestry and Landscape Architecture, Anhui Agricultural University, Hefei 230036, China","institution_ids":["https://openalex.org/I140221134"]},{"raw_affiliation_string":"School of Resources and Environment, Anhui Agricultural University, Hefei 230036, China","institution_ids":["https://openalex.org/I140221134"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110414992","display_name":"Jianshen Qu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I140221134","display_name":"Anhui Agricultural University","ror":"https://ror.org/0327f3359","country_code":"CN","type":"education","lineage":["https://openalex.org/I140221134"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianshen Qu","raw_affiliation_strings":["School of Forestry and Landscape Architecture, Anhui Agricultural University, Hefei 230036, China","School of Resources and Environment, Anhui Agricultural University, Hefei 230036, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Forestry and Landscape Architecture, Anhui Agricultural University, Hefei 230036, China","institution_ids":["https://openalex.org/I140221134"]},{"raw_affiliation_string":"School of Resources and Environment, Anhui Agricultural University, Hefei 230036, China","institution_ids":["https://openalex.org/I140221134"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100428735","display_name":"Weidong Zhang","orcid":"https://orcid.org/0000-0003-2358-5905","observed_orcids":["https://orcid.org/0000-0003-2358-5905","https://orcid.org/0000-0002-1068-101X"]},"institutions":[{"id":"https://openalex.org/I140221134","display_name":"Anhui Agricultural University","ror":"https://ror.org/0327f3359","country_code":"CN","type":"education","lineage":["https://openalex.org/I140221134"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weidong Zhang","raw_affiliation_strings":["School of Forestry and Landscape Architecture, Anhui Agricultural University, Hefei 230036, China","School of Resources and Environment, Anhui Agricultural University, Hefei 230036, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Forestry and Landscape Architecture, Anhui Agricultural University, Hefei 230036, China","institution_ids":["https://openalex.org/I140221134"]},{"raw_affiliation_string":"School of Resources and Environment, Anhui Agricultural University, Hefei 230036, China","institution_ids":["https://openalex.org/I140221134"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123038018","display_name":"Peizhen Zhu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I140221134","display_name":"Anhui Agricultural University","ror":"https://ror.org/0327f3359","country_code":"CN","type":"education","lineage":["https://openalex.org/I140221134"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peizhen Zhu","raw_affiliation_strings":["School of Economics and Management, Anhui Agricultural University, Hefei 230036, China","School of Resources and Environment, Anhui Agricultural University, Hefei 230036, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Economics and Management, Anhui Agricultural University, Hefei 230036, China","institution_ids":["https://openalex.org/I140221134"]},{"raw_affiliation_string":"School of Resources and Environment, Anhui Agricultural University, Hefei 230036, China","institution_ids":["https://openalex.org/I140221134"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114165609","display_name":"Ruoqing Zhu","orcid":"https://orcid.org/0009-0007-1834-7757","observed_orcids":["https://orcid.org/0009-0007-1834-7757"]},"institutions":[{"id":"https://openalex.org/I140221134","display_name":"Anhui Agricultural University","ror":"https://ror.org/0327f3359","country_code":"CN","type":"education","lineage":["https://openalex.org/I140221134"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruoqing Zhu","raw_affiliation_strings":["School of Economics and Management, Anhui Agricultural University, Hefei 230036, China","School of Resources and Environment, Anhui Agricultural University, Hefei 230036, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Economics and Management, Anhui Agricultural University, Hefei 230036, China","institution_ids":["https://openalex.org/I140221134"]},{"raw_affiliation_string":"School of Resources and Environment, Anhui Agricultural University, Hefei 230036, China","institution_ids":["https://openalex.org/I140221134"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100560636","display_name":"Yuexia Han","orcid":"https://orcid.org/0000-0001-8248-9177","observed_orcids":["https://orcid.org/0000-0001-8248-9177"]},"institutions":[{"id":"https://openalex.org/I140221134","display_name":"Anhui Agricultural University","ror":"https://ror.org/0327f3359","country_code":"CN","type":"education","lineage":["https://openalex.org/I140221134"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuexia Han","raw_affiliation_strings":["School of Economics and Management, Anhui Agricultural University, Hefei 230036, China","School of Resources and Environment, Anhui Agricultural University, Hefei 230036, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Economics and Management, Anhui Agricultural University, Hefei 230036, China","institution_ids":["https://openalex.org/I140221134"]},{"raw_affiliation_string":"School of Resources and Environment, Anhui Agricultural University, Hefei 230036, China","institution_ids":["https://openalex.org/I140221134"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123043055","display_name":"Yong Cao","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I140221134","display_name":"Anhui Agricultural University","ror":"https://ror.org/0327f3359","country_code":"CN","type":"education","lineage":["https://openalex.org/I140221134"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Cao","raw_affiliation_strings":["School of Resources and Environment, Anhui Agricultural University, Hefei 230036, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Resources and Environment, Anhui Agricultural University, Hefei 230036, China","institution_ids":["https://openalex.org/I140221134"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034484522","display_name":"Bin Dong","orcid":"https://orcid.org/0000-0001-5009-8219","observed_orcids":["https://orcid.org/0000-0001-5009-8219"]},"institutions":[{"id":"https://openalex.org/I140221134","display_name":"Anhui Agricultural University","ror":"https://ror.org/0327f3359","country_code":"CN","type":"education","lineage":["https://openalex.org/I140221134"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Bin Dong","raw_affiliation_strings":["School of Resources and Environment, Anhui Agricultural University, Hefei 230036, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Resources and Environment, Anhui Agricultural University, Hefei 230036, China","institution_ids":["https://openalex.org/I140221134"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5034484522"],"corresponding_institution_ids":["https://openalex.org/I140221134"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2896},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2896},"fwci":3.416,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.8565948,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":96},"biblio":{"volume":"18","issue":"2","first_page":"839","last_page":"839"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.9878000020980835,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.9878000020980835,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12643","display_name":"Sustainability and Ecological Systems Analysis","score":0.0034000000450760126,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12724","display_name":"Water-Energy-Food Nexus Studies","score":0.0017999999690800905,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/ecological-compensation","display_name":"ecological compensation","score":0.9990000128746033},{"id":"https://openalex.org/keywords/water-energy-food-nexus","display_name":"water-energy-food nexus","score":0.8429999947547913},{"id":"https://openalex.org/keywords/ecosystem-service-flows","display_name":"ecosystem service flows","score":0.8920000195503235},{"id":"https://openalex.org/keywords/ecosystem-service-supply-and-demand","display_name":"ecosystem service supply and demand","score":0.9679999947547913},{"id":"https://openalex.org/keywords/yangtze-river-economic-belt","display_name":"Yangtze River Economic Belt","score":0.9700000286102295},{"id":"https://openalex.org/keywords/xgboost-shap","display_name":"XGBoost-SHAP","score":0.8809999823570251},{"id":"https://openalex.org/keywords/driving-mechanisms","display_name":"driving mechanisms","score":0.621999979019165},{"id":"https://openalex.org/keywords/spatiotemporal-variation","display_name":"spatiotemporal variation","score":0.7789999842643738},{"id":"https://openalex.org/keywords/ecological-conservation","display_name":"ecological conservation","score":0.3700000047683716},{"id":"https://openalex.org/keywords/economic-development","display_name":"economic development","score":0.4790000021457672}],"concepts":[{"id":"https://openalex.org/C148609458","wikidata":"https://www.wikidata.org/wiki/Q7021281","display_name":"Nexus (standard)","level":2,"score":0.7943000197410583},{"id":"https://openalex.org/C58941895","wikidata":"https://www.wikidata.org/wiki/Q295865","display_name":"Ecosystem services","level":3,"score":0.7067999839782715},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.5788999795913696},{"id":"https://openalex.org/C107826830","wikidata":"https://www.wikidata.org/wiki/Q929380","display_name":"Environmental resource management","level":1,"score":0.47999998927116394},{"id":"https://openalex.org/C2780023022","wikidata":"https://www.wikidata.org/wiki/Q1338171","display_name":"Compensation (psychology)","level":2,"score":0.4650000035762787},{"id":"https://openalex.org/C110872660","wikidata":"https://www.wikidata.org/wiki/Q37813","display_name":"Ecosystem","level":2,"score":0.46380001306533813},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.46209999918937683},{"id":"https://openalex.org/C162012527","wikidata":"https://www.wikidata.org/wiki/Q1540268","display_name":"Natural capital","level":4,"score":0.41440001130104065},{"id":"https://openalex.org/C153823671","wikidata":"https://www.wikidata.org/wiki/Q1049799","display_name":"Water resources","level":2,"score":0.4099999964237213},{"id":"https://openalex.org/C97053079","wikidata":"https://www.wikidata.org/wiki/Q1061108","display_name":"Water supply","level":2,"score":0.40389999747276306},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3937000036239624},{"id":"https://openalex.org/C120330832","wikidata":"https://www.wikidata.org/wiki/Q166656","display_name":"Supply and demand","level":2,"score":0.37599998712539673},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.35899999737739563},{"id":"https://openalex.org/C3018003528","wikidata":"https://www.wikidata.org/wiki/Q5413","display_name":"Yangtze river","level":3,"score":0.3483999967575073},{"id":"https://openalex.org/C175605778","wikidata":"https://www.wikidata.org/wiki/Q3299701","display_name":"Natural resource economics","level":1,"score":0.3246000111103058},{"id":"https://openalex.org/C91375879","wikidata":"https://www.wikidata.org/wiki/Q15473274","display_name":"Environmental planning","level":1,"score":0.3124000132083893},{"id":"https://openalex.org/C552854447","wikidata":"https://www.wikidata.org/wiki/Q131201","display_name":"Sustainable development","level":2,"score":0.30809998512268066},{"id":"https://openalex.org/C66204764","wikidata":"https://www.wikidata.org/wiki/Q219416","display_name":"Sustainability","level":2,"score":0.30309998989105225},{"id":"https://openalex.org/C134560507","wikidata":"https://www.wikidata.org/wiki/Q753291","display_name":"Environmental economics","level":1,"score":0.30140000581741333},{"id":"https://openalex.org/C524765639","wikidata":"https://www.wikidata.org/wiki/Q1501619","display_name":"Water resource management","level":1,"score":0.2793000042438507},{"id":"https://openalex.org/C185933670","wikidata":"https://www.wikidata.org/wiki/Q52105","display_name":"Habitat","level":2,"score":0.2784999907016754},{"id":"https://openalex.org/C18785705","wikidata":"https://www.wikidata.org/wiki/Q1931373","display_name":"Scenario analysis","level":2,"score":0.2700999975204468},{"id":"https://openalex.org/C119693030","wikidata":"https://www.wikidata.org/wiki/Q2180497","display_name":"Economic model","level":2,"score":0.25679999589920044},{"id":"https://openalex.org/C2780083587","wikidata":"https://www.wikidata.org/wiki/Q5308081","display_name":"Driving factors","level":3,"score":0.25110000371932983},{"id":"https://openalex.org/C2988574769","wikidata":"https://www.wikidata.org/wiki/Q2259545","display_name":"Water flow","level":2,"score":0.25}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3390/su18020839","doi":"https://doi.org/10.3390/su18020839","is_oa":true,"landing_page_url":"https://doi.org/10.3390/su18020839","pdf_url":"https://www.mdpi.com/2071-1050/18/2/839/pdf","source":{"id":"https://openalex.org/S10134376","display_name":"Sustainability","issn_l":"2071-1050","issn":["2071-1050"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sustainability","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.3390/su18020839","doi":"https://doi.org/10.3390/su18020839","is_oa":true,"landing_page_url":"https://doi.org/10.3390/su18020839","pdf_url":"https://www.mdpi.com/2071-1050/18/2/839/pdf","source":{"id":"https://openalex.org/S10134376","display_name":"Sustainability","issn_l":"2071-1050","issn":["2071-1050"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sustainability","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6618000268936157,"display_name":"Clean water and sanitation","id":"https://metadata.un.org/sdg/6"}],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G1177237150","display_name":null,"funder_award_id":"32071600","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8607610780","display_name":"\u8d8a\u51ac\u73cd\u7a00\u9e64\u7c7b\u5730\u7406\u5206\u5e03\u5bf9\u81ea\u7136\u6e7f\u5730\u571f\u5730\u5229\u7528\u53d8\u5316\u7684\u54cd\u5e94\u673a\u5236","funder_award_id":"41571101","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7124167553.pdf","grobid_xml":"https://content.openalex.org/works/W7124167553.grobid-xml"},"referenced_works_count":57,"referenced_works":["https://openalex.org/W1990909942","https://openalex.org/W1998946773","https://openalex.org/W2002685677","https://openalex.org/W2031341735","https://openalex.org/W2037250977","https://openalex.org/W2169201730","https://openalex.org/W2593558144","https://openalex.org/W2756791498","https://openalex.org/W2772486792","https://openalex.org/W2789639895","https://openalex.org/W2792115002","https://openalex.org/W2888737473","https://openalex.org/W2892087628","https://openalex.org/W2904572251","https://openalex.org/W2967673384","https://openalex.org/W2972422909","https://openalex.org/W2988060722","https://openalex.org/W2989726967","https://openalex.org/W3008076199","https://openalex.org/W3044937182","https://openalex.org/W3080733827","https://openalex.org/W3108102192","https://openalex.org/W3128468402","https://openalex.org/W3144258389","https://openalex.org/W3172064654","https://openalex.org/W3176026239","https://openalex.org/W3197263409","https://openalex.org/W3199689459","https://openalex.org/W3203437007","https://openalex.org/W4200143326","https://openalex.org/W4200151571","https://openalex.org/W4206909662","https://openalex.org/W4213285232","https://openalex.org/W4213308464","https://openalex.org/W4280530688","https://openalex.org/W4295812861","https://openalex.org/W4297541793","https://openalex.org/W4308498514","https://openalex.org/W4310437649","https://openalex.org/W4313378860","https://openalex.org/W4315471737","https://openalex.org/W4316011969","https://openalex.org/W4319310705","https://openalex.org/W4319787231","https://openalex.org/W4368353890","https://openalex.org/W4380082844","https://openalex.org/W4385606545","https://openalex.org/W4385735923","https://openalex.org/W4386715695","https://openalex.org/W4391057409","https://openalex.org/W4391999435","https://openalex.org/W4395704027","https://openalex.org/W4396949916","https://openalex.org/W4401851267","https://openalex.org/W4403752712","https://openalex.org/W4406821027","https://openalex.org/W4408685435"],"related_works":[],"abstract_inverted_index":{"Under":[0],"the":[1,32,44,51,62,69,72,104,109,116,123,127,131,157,169,173,179,203,207,215],"combined":[2],"influence":[3],"of":[4,71,149,163,178,196,206],"global":[5],"climate":[6],"change":[7],"and":[8,19,23,37,58,66,83,94,101,229],"intensified":[9],"human":[10],"activities,":[11],"quantifying":[12],"ecological":[13,38],"compensation":[14],"(EC)":[15],"amounts":[16],"between":[17,34,81],"regions":[18],"formulating":[20,233],"scientifically":[21],"sound":[22],"rational":[24],"policies":[25,235],"have":[26],"become":[27],"critical":[28],"strategies":[29],"for":[30,232],"addressing":[31],"imbalance":[33],"economic":[35],"development":[36],"conservation.":[39],"This":[40],"study":[41,224],"focuses":[42],"on":[43,214],"Yangtze":[45],"River":[46],"Economic":[47],"Belt":[48],"(YREB)":[49],"as":[50],"research":[52],"subject,":[53],"assesses":[54],"ecosystem":[55,77,164,217],"service":[56,78,218],"supply":[57,82],"demand":[59,84],"(ESSD)":[60],"in":[61,126,130,137,142,191,199,222],"years":[63],"2000,":[64],"2010,":[65],"2020":[67],"from":[68],"perspective":[70],"water-energy-food":[73],"nexus":[74],"(WEF-Nexus),":[75],"identifies":[76],"flows":[79,189],"(ESF)":[80],"areas,":[85],"develops":[86],"an":[87],"integrated":[88],"EC":[89,99,177,187,208,211,234],"model":[90,106,212],"incorporating":[91],"ecological,":[92],"economic,":[93],"social":[95],"dimensions":[96],"to":[97,107,121,182],"estimate":[98],"amounts,":[100],"ultimately":[102],"employs":[103],"XGBoost-SHAP":[105],"analyze":[108],"underlying":[110],"driving":[111],"mechanisms.":[112],"The":[113,194,210],"results":[114],"indicate":[115],"following:":[117],"(1)":[118],"From":[119],"2000":[120],"2020,":[122],"spatio-temporal":[124],"variations":[125],"three":[128],"ESSDs":[129,138],"YREB":[132,180,237],"were":[133,139,152],"substantial.":[134],"Additionally,":[135],"imbalances":[136],"observed,":[140],"predominantly":[141],"economically":[143],"advanced":[144],"regions.":[145],"(2)":[146],"A":[147],"total":[148,176],"183":[150],"ESFs":[151],"identified":[153],"among":[154,236],"cities":[155],"within":[156],"YREB,":[158],"reflecting":[159],"relatively":[160],"active":[161],"exchanges":[162],"services":[165],"(ESs).":[166],"(3)":[167],"Over":[168],"past":[170],"two":[171],"decades,":[172],"average":[174],"annual":[175],"amounted":[181],"46,866.35":[183],"million":[184],"yuan,":[185],"with":[186],"capital":[188],"occurring":[190],"117":[192],"cities.":[193,238],"proportion":[195],"water":[197],"area":[198],"each":[200],"city":[201],"constitutes":[202],"primary":[204],"driver":[205],"amount.":[209],"based":[213],"\u201cwater-energy-food\u201d":[216],"flow":[219],"(WEF-ESF)":[220],"proposed":[221],"this":[223],"provides":[225],"a":[226],"valuable":[227],"reference":[228],"scientific":[230],"basis":[231]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-09-27T08:07:27.782135","created_date":"2026-01-15T00:00:00"}
