{"id":"https://openalex.org/W7167609079","doi":"https://doi.org/10.3390/soilsystems10070070","title":"An Innovative Framework Integrating PCA\u2013MDS Soil Quality Index (SQI), AI and Machine Learning Prediction with Multi-Criteria Decision Analysis (MCDA) for Site-Specific Soil Management Toward Sustainability in Coastal Agroecosystems","display_name":"An Innovative Framework Integrating PCA\u2013MDS Soil Quality Index (SQI), AI and Machine Learning Prediction with Multi-Criteria Decision Analysis (MCDA) for Site-Specific Soil Management Toward Sustainability in Coastal Agroecosystems","publication_year":2026,"publication_date":"2026-06-25","ids":{"openalex":"https://openalex.org/W7167609079","doi":"https://doi.org/10.3390/soilsystems10070070"},"language":"en","primary_location":{"id":"doi:10.3390/soilsystems10070070","doi":"https://doi.org/10.3390/soilsystems10070070","is_oa":true,"landing_page_url":"https://doi.org/10.3390/soilsystems10070070","pdf_url":"https://www.mdpi.com/2571-8789/10/7/70/pdf?version=1782380984","source":{"id":"https://openalex.org/S4210173071","display_name":"Soil Systems","issn_l":"2571-8789","issn":["2571-8789"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-1","vabb-shw"],"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":"Soil Systems","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2571-8789/10/7/70/pdf?version=1782380984","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5095931764","display_name":"Hatim Sanad","orcid":"https://orcid.org/0009-0000-7468-2524","observed_orcids":["https://orcid.org/0009-0000-7468-2524"]},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"HATIM SANAD","raw_affiliation_strings":["Department of Agriculture University of Napoli Federico II, Piazza Carlo di Borbone 1, Portici 80055, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Agriculture University of Napoli Federico II, Piazza Carlo di Borbone 1, Portici 80055, Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016136155","display_name":"Rachid Moussadek","orcid":"https://orcid.org/0000-0001-8037-9054","observed_orcids":["https://orcid.org/0000-0001-8037-9054"]},"institutions":[{"id":"https://openalex.org/I192358263","display_name":"International Center for Agricultural Research in the Dry Areas","ror":"https://ror.org/02n2syw04","country_code":"LB","type":"facility","lineage":["https://openalex.org/I1286583668","https://openalex.org/I192358263"]}],"countries":["LB"],"is_corresponding":false,"raw_author_name":"Rachid Moussadek","raw_affiliation_strings":["International Center for Agricultural Research in the Dry Areas (ICARDA), Rabat 10100, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International Center for Agricultural Research in the Dry Areas (ICARDA), Rabat 10100, Morocco","institution_ids":["https://openalex.org/I192358263"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056440807","display_name":"Latifa Mouhir","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210164065","display_name":"Universit\u00e9 Hassan II Mohammedia","ror":"https://ror.org/058gnfy87","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210164065"]},{"id":"https://openalex.org/I99297268","display_name":"University of Hassan II Casablanca","ror":"https://ror.org/001q4kn48","country_code":"MA","type":"education","lineage":["https://openalex.org/I99297268"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Latifa Mouhir","raw_affiliation_strings":["Laboratory of Process Engineering and Environment, Faculty of Science and Technology Mohammedia, University Hassan II of Casablanca, Mohammedia 28806, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Process Engineering and Environment, Faculty of Science and Technology Mohammedia, University Hassan II of Casablanca, Mohammedia 28806, Morocco","institution_ids":["https://openalex.org/I4210164065","https://openalex.org/I99297268"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5095931765","display_name":"Majda Oueld Lhaj","orcid":"https://orcid.org/0009-0009-7272-9726","observed_orcids":["https://orcid.org/0009-0009-7272-9726"]},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Majda Oueld Lhaj","raw_affiliation_strings":["Department of Agriculture University of Napoli Federico II, Piazza Carlo di Borbone 1, Portici 80055, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Agriculture University of Napoli Federico II, Piazza Carlo di Borbone 1, Portici 80055, Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056171561","display_name":"Ahmed Ghanimi","orcid":"https://orcid.org/0000-0002-8865-7773","observed_orcids":["https://orcid.org/0000-0002-8865-7773"]},"institutions":[{"id":"https://openalex.org/I126477371","display_name":"Mohammed V University","ror":"https://ror.org/00r8w8f84","country_code":"MA","type":"education","lineage":["https://openalex.org/I126477371"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Ahmed Ghanimi","raw_affiliation_strings":["Laboratory of Materials, Nanotechnologies, and Environment, Department of Chemistry, Faculty of Sciences,Mohammed V University in Rabat, Rabat 10101, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Materials, Nanotechnologies, and Environment, Department of Chemistry, Faculty of Sciences,Mohammed V University in Rabat, Rabat 10101, Morocco","institution_ids":["https://openalex.org/I126477371"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5097956811","display_name":"Khadija Manhou","orcid":"https://orcid.org/0009-0005-8882-0146","observed_orcids":["https://orcid.org/0009-0005-8882-0146"]},"institutions":[{"id":"https://openalex.org/I3121676899","display_name":"Universit\u00e9 Ibn-Tofail","ror":"https://ror.org/02wj89n04","country_code":"MA","type":"education","lineage":["https://openalex.org/I3121676899"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Khadija Manhou","raw_affiliation_strings":["Laboratory of Natural Resources and Sustainable Development, Department of Biology, Faculty of Sciences, Ibn Tofail University, Kenitra 14000, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Natural Resources and Sustainable Development, Department of Biology, Faculty of Sciences, Ibn Tofail University, Kenitra 14000, Morocco","institution_ids":["https://openalex.org/I3121676899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037662949","display_name":"Houria Dakak","orcid":"https://orcid.org/0000-0002-8913-507X","observed_orcids":["https://orcid.org/0000-0002-8913-507X","https://orcid.org/0000-0002-8550-7710"]},"institutions":[{"id":"https://openalex.org/I1314251682","display_name":"Institut National de la Recherche Agronomique","ror":"https://ror.org/05y503v71","country_code":"MA","type":"facility","lineage":["https://openalex.org/I1314251682"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Houria Dakak","raw_affiliation_strings":["Research Unit on Environment and Conservation of Natural Resources, Regional Center of Rabat, National Institute of Agricultural Research, AV. Ennasr, Rabat 10101, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Unit on Environment and Conservation of Natural Resources, Regional Center of Rabat, National Institute of Agricultural Research, AV. Ennasr, Rabat 10101, Morocco","institution_ids":["https://openalex.org/I1314251682"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003411040","display_name":"Abdelmjid Zouahri","orcid":"https://orcid.org/0000-0003-3066-9437","observed_orcids":["https://orcid.org/0000-0003-3066-9437"]},"institutions":[{"id":"https://openalex.org/I1314251682","display_name":"Institut National de la Recherche Agronomique","ror":"https://ror.org/05y503v71","country_code":"MA","type":"facility","lineage":["https://openalex.org/I1314251682"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Abdelmjid Zouahri","raw_affiliation_strings":["Research Unit on Environment and Conservation of Natural Resources, Regional Center of Rabat, National Institute of Agricultural Research, AV. Ennasr, Rabat 10101, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Unit on Environment and Conservation of Natural Resources, Regional Center of Rabat, National Institute of Agricultural Research, AV. Ennasr, Rabat 10101, Morocco","institution_ids":["https://openalex.org/I1314251682"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1800,"currency":"CHF","value_usd":2172},"apc_paid":{"value":1800,"currency":"CHF","value_usd":2172},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.36408234,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"10","issue":"7","first_page":"70","last_page":"70"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13740","display_name":"Soil Science and Environmental Management","score":0.7354000210762024,"subfield":{"id":"https://openalex.org/subfields/1111","display_name":"Soil Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T13740","display_name":"Soil Science and Environmental Management","score":0.7354000210762024,"subfield":{"id":"https://openalex.org/subfields/1111","display_name":"Soil Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T13058","display_name":"Soil and Land Suitability Analysis","score":0.13009999692440033,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"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/T12792","display_name":"Soil Management and Crop Yield","score":0.0835999995470047,"subfield":{"id":"https://openalex.org/subfields/1111","display_name":"Soil Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/soil-quality-index","display_name":"soil quality index","score":0.9879999756813049},{"id":"https://openalex.org/keywords/saltwater-intrusion","display_name":"saltwater intrusion","score":0.8169999718666077},{"id":"https://openalex.org/keywords/soil-salinity","display_name":"soil salinity","score":0.9179999828338623},{"id":"https://openalex.org/keywords/soil-fertility","display_name":"soil fertility","score":0.7990000247955322},{"id":"https://openalex.org/keywords/site-specific-soil-management","display_name":"site-specific soil management","score":0.781000018119812},{"id":"https://openalex.org/keywords/topsis","display_name":"TOPSIS","score":0.8220000267028809},{"id":"https://openalex.org/keywords/promethee-ii","display_name":"PROMETHEE II","score":0.9929999709129333},{"id":"https://openalex.org/keywords/machine-learning-prediction","display_name":"machine learning prediction","score":0.5989999771118164},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"principal component analysis","score":0.5410000085830688},{"id":"https://openalex.org/keywords/coastal-plain","display_name":"coastal plain","score":0.3499999940395355},{"id":"https://openalex.org/keywords/soil-chemical-properties","display_name":"soil chemical properties","score":0.6050000190734863},{"id":"https://openalex.org/keywords/sustainable-agriculture","display_name":"sustainable agriculture","score":0.3050000071525574}],"concepts":[{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5692999958992004},{"id":"https://openalex.org/C2776475172","wikidata":"https://www.wikidata.org/wiki/Q2034420","display_name":"Soil quality","level":3,"score":0.5473999977111816},{"id":"https://openalex.org/C38774213","wikidata":"https://www.wikidata.org/wiki/Q202080","display_name":"Soil fertility","level":3,"score":0.5131999850273132},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.4729999899864197},{"id":"https://openalex.org/C11105738","wikidata":"https://www.wikidata.org/wiki/Q1895805","display_name":"Multiple-criteria decision analysis","level":2,"score":0.4611000120639801},{"id":"https://openalex.org/C66204764","wikidata":"https://www.wikidata.org/wiki/Q219416","display_name":"Sustainability","level":2,"score":0.3986999988555908},{"id":"https://openalex.org/C141185391","wikidata":"https://www.wikidata.org/wiki/Q2045071","display_name":"Soil retrogression and degradation","level":3,"score":0.3984000086784363},{"id":"https://openalex.org/C141650431","wikidata":"https://www.wikidata.org/wiki/Q754836","display_name":"Soil salinity","level":3,"score":0.3813999891281128},{"id":"https://openalex.org/C88463610","wikidata":"https://www.wikidata.org/wiki/Q194118","display_name":"Agricultural engineering","level":1,"score":0.37380000948905945},{"id":"https://openalex.org/C107826830","wikidata":"https://www.wikidata.org/wiki/Q929380","display_name":"Environmental resource management","level":1,"score":0.37299999594688416},{"id":"https://openalex.org/C126408429","wikidata":"https://www.wikidata.org/wiki/Q7554920","display_name":"Soil health","level":4,"score":0.3693999946117401},{"id":"https://openalex.org/C20529654","wikidata":"https://www.wikidata.org/wiki/Q1247456","display_name":"Topsoil","level":3,"score":0.3578999936580658},{"id":"https://openalex.org/C186116695","wikidata":"https://www.wikidata.org/wiki/Q5249226","display_name":"Decision analysis","level":2,"score":0.35600000619888306},{"id":"https://openalex.org/C524765639","wikidata":"https://www.wikidata.org/wiki/Q1501619","display_name":"Water resource management","level":1,"score":0.3467999994754791},{"id":"https://openalex.org/C85675897","wikidata":"https://www.wikidata.org/wiki/Q7554944","display_name":"Soil management","level":3,"score":0.32600000500679016},{"id":"https://openalex.org/C69738355","wikidata":"https://www.wikidata.org/wiki/Q1228929","display_name":"Linear discriminant analysis","level":2,"score":0.31450000405311584},{"id":"https://openalex.org/C50516716","wikidata":"https://www.wikidata.org/wiki/Q877107","display_name":"Soil test","level":3,"score":0.30649998784065247},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.30219998955726624},{"id":"https://openalex.org/C2780797713","wikidata":"https://www.wikidata.org/wiki/Q625376","display_name":"Water quality","level":2,"score":0.29440000653266907},{"id":"https://openalex.org/C175760724","wikidata":"https://www.wikidata.org/wiki/Q191258","display_name":"Crop rotation","level":3,"score":0.2913999855518341},{"id":"https://openalex.org/C76886044","wikidata":"https://www.wikidata.org/wiki/Q2883300","display_name":"Hydrology (agriculture)","level":2,"score":0.27630001306533813},{"id":"https://openalex.org/C57664001","wikidata":"https://www.wikidata.org/wiki/Q2567646","display_name":"Agroecosystem","level":3,"score":0.2732999920845032},{"id":"https://openalex.org/C44882253","wikidata":"https://www.wikidata.org/wiki/Q3455882","display_name":"Multivariate adaptive regression splines","level":4,"score":0.2694999873638153},{"id":"https://openalex.org/C39464130","wikidata":"https://www.wikidata.org/wiki/Q7554898","display_name":"Soil carbon","level":3,"score":0.26579999923706055}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/soilsystems10070070","doi":"https://doi.org/10.3390/soilsystems10070070","is_oa":true,"landing_page_url":"https://doi.org/10.3390/soilsystems10070070","pdf_url":"https://www.mdpi.com/2571-8789/10/7/70/pdf?version=1782380984","source":{"id":"https://openalex.org/S4210173071","display_name":"Soil Systems","issn_l":"2571-8789","issn":["2571-8789"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-1","vabb-shw"],"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":"Soil Systems","raw_type":"journal-article"},{"id":"doi:10.21203/rs.3.rs-8910181/v1","doi":"https://doi.org/10.21203/rs.3.rs-8910181/v1","is_oa":true,"landing_page_url":"https://doi.org/10.21203/rs.3.rs-8910181/v1","pdf_url":"https://www.researchsquare.com/article/rs-8910181/latest.pdf","source":{"id":"https://openalex.org/S4306525896","display_name":"Research Square","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Research Square","raw_type":"posted-content"},{"id":"pmh:oai:doaj.org/article:712b809a9a6d4962910252b9d96abb74","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/712b809a9a6d4962910252b9d96abb74","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Soil Systems, Vol 10, Iss 7, p 70 (2026)","raw_type":"article"},{"id":"pmh:oai:repo.mel.cgiar.org:20.500.11766/70827","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/20.500.11766/70827","pdf_url":null,"source":{"id":"https://openalex.org/S4306402476","display_name":"MELSpace (ICARDA (The International Center for Agricultural Research in Dry Areas))","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1286583668","host_organization_name":"CGIAR","host_organization_lineage":["https://openalex.org/I1286583668"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Soil Systems;10,(2026)","raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.3390/soilsystems10070070","doi":"https://doi.org/10.3390/soilsystems10070070","is_oa":true,"landing_page_url":"https://doi.org/10.3390/soilsystems10070070","pdf_url":"https://www.mdpi.com/2571-8789/10/7/70/pdf?version=1782380984","source":{"id":"https://openalex.org/S4210173071","display_name":"Soil Systems","issn_l":"2571-8789","issn":["2571-8789"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-1","vabb-shw"],"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":"Soil Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8518999814987183,"id":"https://metadata.un.org/sdg/15","display_name":"Life on land"},{"score":0.8409000039100647,"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger"}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320323910","display_name":"Institut National de la Recherche Agronomique","ror":"https://ror.org/01x3gbx83"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7167609079.pdf","grobid_xml":"https://content.openalex.org/works/W7167609079.grobid-xml"},"referenced_works_count":92,"referenced_works":["https://openalex.org/W1969314131","https://openalex.org/W1981552604","https://openalex.org/W2011488730","https://openalex.org/W2023312901","https://openalex.org/W2070277884","https://openalex.org/W2089055951","https://openalex.org/W2162774880","https://openalex.org/W2907449414","https://openalex.org/W3191541031","https://openalex.org/W4243365531","https://openalex.org/W4312075150","https://openalex.org/W4312868046","https://openalex.org/W4323046953","https://openalex.org/W4366829913","https://openalex.org/W4384201576","https://openalex.org/W4384408184","https://openalex.org/W4390814499","https://openalex.org/W4391345203","https://openalex.org/W4391530108","https://openalex.org/W4392301748","https://openalex.org/W4392473812","https://openalex.org/W4393899175","https://openalex.org/W4396228989","https://openalex.org/W4398251392","https://openalex.org/W4400291505","https://openalex.org/W4400810619","https://openalex.org/W4401107874","https://openalex.org/W4401278597","https://openalex.org/W4401813191","https://openalex.org/W4401909520","https://openalex.org/W4401956192","https://openalex.org/W4402429879","https://openalex.org/W4402487043","https://openalex.org/W4402490985","https://openalex.org/W4402837055","https://openalex.org/W4402883705","https://openalex.org/W4403047215","https://openalex.org/W4403189139","https://openalex.org/W4403217461","https://openalex.org/W4403428976","https://openalex.org/W4403431155","https://openalex.org/W4403452752","https://openalex.org/W4403679149","https://openalex.org/W4403679504","https://openalex.org/W4403939955","https://openalex.org/W4404046098","https://openalex.org/W4404164384","https://openalex.org/W4404479829","https://openalex.org/W4404922632","https://openalex.org/W4404922713","https://openalex.org/W4405185717","https://openalex.org/W4405480587","https://openalex.org/W4405655497","https://openalex.org/W4405725418","https://openalex.org/W4406293368","https://openalex.org/W4406334428","https://openalex.org/W4406774793","https://openalex.org/W4407261336","https://openalex.org/W4407682067","https://openalex.org/W4408254402","https://openalex.org/W4408943365","https://openalex.org/W4408981129","https://openalex.org/W4408990379","https://openalex.org/W4409467586","https://openalex.org/W4409472841","https://openalex.org/W4409510527","https://openalex.org/W4409685263","https://openalex.org/W4409868290","https://openalex.org/W4410378181","https://openalex.org/W4410506113","https://openalex.org/W4410858938","https://openalex.org/W4410862775","https://openalex.org/W4410878067","https://openalex.org/W4411078468","https://openalex.org/W4411158081","https://openalex.org/W4411610101","https://openalex.org/W4411610196","https://openalex.org/W4412424058","https://openalex.org/W4412884757","https://openalex.org/W4413106656","https://openalex.org/W4413110659","https://openalex.org/W4413395761","https://openalex.org/W4413395810","https://openalex.org/W4415056314","https://openalex.org/W4415117975","https://openalex.org/W4415649131","https://openalex.org/W4416226755","https://openalex.org/W4417273029","https://openalex.org/W7119517584","https://openalex.org/W7119536670","https://openalex.org/W7127344983","https://openalex.org/W7128298553"],"related_works":["https://openalex.org/W7167847067","https://openalex.org/W7168196239","https://openalex.org/W2961088651","https://openalex.org/W4416925770","https://openalex.org/W4407819799","https://openalex.org/W3209290029","https://openalex.org/W2142301405","https://openalex.org/W3206371073","https://openalex.org/W4319311187","https://openalex.org/W3104931682"],"abstract_inverted_index":{"Abstract":[0],"Soil":[1,143],"quality":[2,44],"is":[3],"central":[4],"to":[5,28,39,78,159,204],"agricultural":[6],"sustainability":[7],"and":[8,22,36,41,60,64,92,129,138,155,195,224],"food":[9],"security,":[10],"yet":[11],"coastal":[12,48,199,235],"agroecosystems":[13],"are":[14],"increasingly":[15],"threatened":[16],"by":[17],"degradation":[18],"from":[19,76,157],"intensive":[20],"practices":[21],"seawater":[23],"intrusion.":[24],"This":[25,214],"study":[26],"aimed":[27],"integrate":[29],"soil":[30,43,219],"chemistry,":[31],"statistical":[32],"modeling,":[33],"machine":[34],"learning,":[35],"decision":[37],"analysis":[38,121],"assess":[40],"manage":[42],"in":[45,84],"the":[46,85,176],"Skhirat":[47],"plain":[49],"of":[50,54,103,165],"Morocco.":[51],"A":[52],"total":[53,104],"30":[55],"topsoil":[56],"samples":[57],"were":[58],"collected":[59],"analyzed":[61],"for":[62,233],"chemical":[63,220],"nutrients":[65],"properties.":[66],"Spatial":[67],"interpolation":[68],"revealed":[69],"strong":[70],"coast\u2013inland":[71],"gradients":[72],"where":[73],"EC":[74],"ranged":[75,156],"0.47":[77],"6.3":[79],"dS/m":[80],"with":[81,106,125,201],"highest":[82],"salinity":[83,107,137],"southwestern":[86],"fringe,":[87],"while":[88],"CEC":[89],"(8.4\u201339.7":[90],"cmol/kg)":[91],"OM":[93],"(0.54\u20132.81%)":[94],"peaked":[95],"inland.":[96],"Principal":[97],"Component":[98],"Analysis":[99,131],"(PCA)":[100],"explained":[101],"65.9%":[102],"variance,":[105],"drivers":[108],"(EC,":[109],"Na,":[110],"Cl)":[111],"loading":[112],"negatively":[113],"against":[114],"fertility":[115,139],"indicators":[116,149],"(OM,":[117],"CEC,":[118,152],"micronutrients),":[119],"discriminant":[120],"(DA)":[122],"classified":[123],"soils":[124],">":[126],"85%":[127],"accuracy":[128],"redundancy":[130],"(RDA)":[132],"biplots":[133],"highlighted":[134],"antagonism":[135],"between":[136],"axes.":[140],"The":[141],"PCA\u2013MDS":[142],"Quality":[144],"Index":[145],"(SQI)":[146],"integrated":[147,215],"key":[148],"(pH,":[150],"EC,":[151],"P,":[153],"Mn)":[154],"0.084":[158],"0.897":[160],"(mean":[161],"0.614),":[162],"classifying":[163],"33%":[164],"sites":[166,200],"as":[167],"low":[168],"quality.":[169],"Machine":[170],"learning":[171],"model":[172],"Linear":[173],"Regression":[174],"achieved":[175],"best":[177],"performance":[178],"(R\u00b2":[179],"=":[180,183,186,212],"0.907,":[181],"RMSE":[182],"0.048,":[184],"MAE":[185],"0.042),":[187],"closely":[188],"preserving":[189],"observed":[190],"rankings.":[191],"MCDA":[192,225],"using":[193],"TOPSIS":[194],"PROMETHEE":[196],"II":[197],"prioritized":[198],"indices":[202],"up":[203],"0.882,":[205],"robust":[206],"under":[207],"weight":[208],"sensitivity":[209],"(Spearman":[210],"\u03c1":[211],"0.992).":[213],"framework":[216],"demonstrates":[217],"that":[218],"monitoring,":[221],"AI":[222],"prediction,":[223],"can":[226],"jointly":[227],"deliver":[228],"robust,":[229],"site-specific":[230],"management":[231],"strategies":[232],"vulnerable":[234],"agroecosystems.":[236]},"counts_by_year":[],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2026-07-08T00:00:00"}
