{"id":"https://openalex.org/W3211795369","doi":"https://doi.org/10.1007/s10479-021-04366-9","title":"An ensemble machine learning approach for forecasting credit risk of agricultural SMEs\u2019 investments in agriculture 4.0 through supply chain finance","display_name":"An ensemble machine learning approach for forecasting credit risk of agricultural SMEs\u2019 investments in agriculture 4.0 through supply chain finance","publication_year":2021,"publication_date":"2021-11-09","ids":{"openalex":"https://openalex.org/W3211795369","doi":"https://doi.org/10.1007/s10479-021-04366-9","mag":"3211795369","pmid":"https://pubmed.ncbi.nlm.nih.gov/34776573"},"language":"en","primary_location":{"id":"doi:10.1007/s10479-021-04366-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10479-021-04366-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10479-021-04366-9.pdf","source":{"id":"https://openalex.org/S57667410","display_name":"Annals of Operations Research","issn_l":"0254-5330","issn":["0254-5330","1572-9338"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Operations Research","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://link.springer.com/content/pdf/10.1007/s10479-021-04366-9.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5057115054","display_name":"Amine Belhadi","orcid":"https://orcid.org/0000-0003-4831-4941"},"institutions":[{"id":"https://openalex.org/I119856527","display_name":"Cadi Ayyad University","ror":"https://ror.org/04xf6nm78","country_code":"MA","type":"education","lineage":["https://openalex.org/I119856527"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Amine Belhadi","raw_affiliation_strings":["Cadi Ayyad University, Marrakech, Morocco"],"affiliations":[{"raw_affiliation_string":"Cadi Ayyad University, Marrakech, Morocco","institution_ids":["https://openalex.org/I119856527"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080150523","display_name":"Sachin Kamble","orcid":"https://orcid.org/0000-0003-4922-8172"},"institutions":[{"id":"https://openalex.org/I90326151","display_name":"Ecole des Hautes Etudes Commerciales du Nord","ror":"https://ror.org/05q7a8a02","country_code":"FR","type":"education","lineage":["https://openalex.org/I90326151"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Sachin S. Kamble","raw_affiliation_strings":["EDHEC Business School, Roubaix, France"],"affiliations":[{"raw_affiliation_string":"EDHEC Business School, Roubaix, France","institution_ids":["https://openalex.org/I90326151"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065512323","display_name":"Venkatesh Mani","orcid":"https://orcid.org/0000-0001-5291-6115"},"institutions":[{"id":"https://openalex.org/I4210131537","display_name":"Montpellier Business School","ror":"https://ror.org/037tw3m02","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210131537"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Venkatesh Mani","raw_affiliation_strings":["Montpellier Business School, Montpellier, France"],"affiliations":[{"raw_affiliation_string":"Montpellier Business School, Montpellier, France","institution_ids":["https://openalex.org/I4210131537"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027889021","display_name":"Imane Benkhati","orcid":"https://orcid.org/0000-0002-3645-1538"},"institutions":[{"id":"https://openalex.org/I119856527","display_name":"Cadi Ayyad University","ror":"https://ror.org/04xf6nm78","country_code":"MA","type":"education","lineage":["https://openalex.org/I119856527"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Imane Benkhati","raw_affiliation_strings":["ENSA-Safi, Cadi Ayyad University, Marrakech, Morocco"],"affiliations":[{"raw_affiliation_string":"ENSA-Safi, Cadi Ayyad University, Marrakech, Morocco","institution_ids":["https://openalex.org/I119856527"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048934326","display_name":"Fatima Ezahra Touriki","orcid":"https://orcid.org/0000-0002-0232-9999"},"institutions":[{"id":"https://openalex.org/I119856527","display_name":"Cadi Ayyad University","ror":"https://ror.org/04xf6nm78","country_code":"MA","type":"education","lineage":["https://openalex.org/I119856527"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Fatima Ezahra Touriki","raw_affiliation_strings":["ENSA-Safi, Cadi Ayyad University, Marrakech, Morocco"],"affiliations":[{"raw_affiliation_string":"ENSA-Safi, Cadi Ayyad University, Marrakech, Morocco","institution_ids":["https://openalex.org/I119856527"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5065512323"],"corresponding_institution_ids":["https://openalex.org/I4210131537"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":18.213,"has_fulltext":true,"cited_by_count":106,"citation_normalized_percentile":{"value":0.99503026,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"345","issue":"2-3","first_page":"779","last_page":"807"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11653","display_name":"Financial Distress and Bankruptcy Prediction","score":0.9635999798774719,"subfield":{"id":"https://openalex.org/subfields/1402","display_name":"Accounting"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11653","display_name":"Financial Distress and Bankruptcy Prediction","score":0.9635999798774719,"subfield":{"id":"https://openalex.org/subfields/1402","display_name":"Accounting"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/agriculture","display_name":"Agriculture","score":0.6743401885032654},{"id":"https://openalex.org/keywords/credit-risk","display_name":"Credit risk","score":0.6281884908676147},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.5883390307426453},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.5847411155700684},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.5284711718559265},{"id":"https://openalex.org/keywords/credit-history","display_name":"Credit history","score":0.4385012984275818},{"id":"https://openalex.org/keywords/profit","display_name":"Profit (economics)","score":0.41609394550323486},{"id":"https://openalex.org/keywords/supply-chain","display_name":"Supply chain","score":0.41537144780158997},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.201186865568161},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.15000683069229126},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.1252157986164093},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.09971743822097778}],"concepts":[{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.6743401885032654},{"id":"https://openalex.org/C178350159","wikidata":"https://www.wikidata.org/wiki/Q162714","display_name":"Credit risk","level":2,"score":0.6281884908676147},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.5883390307426453},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.5847411155700684},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.5284711718559265},{"id":"https://openalex.org/C68842666","wikidata":"https://www.wikidata.org/wiki/Q1070699","display_name":"Credit history","level":2,"score":0.4385012984275818},{"id":"https://openalex.org/C181622380","wikidata":"https://www.wikidata.org/wiki/Q26911","display_name":"Profit (economics)","level":2,"score":0.41609394550323486},{"id":"https://openalex.org/C108713360","wikidata":"https://www.wikidata.org/wiki/Q1824206","display_name":"Supply chain","level":2,"score":0.41537144780158997},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.201186865568161},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.15000683069229126},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.1252157986164093},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.09971743822097778},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/s10479-021-04366-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10479-021-04366-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10479-021-04366-9.pdf","source":{"id":"https://openalex.org/S57667410","display_name":"Annals of Operations Research","issn_l":"0254-5330","issn":["0254-5330","1572-9338"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Operations Research","raw_type":"journal-article"},{"id":"pmid:34776573","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34776573","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of operations research","raw_type":null},{"id":"pmh:oai:RePEc:spr:annopr:v:345:y:2025:i:2:d:10.1007_s10479-021-04366-9","is_oa":false,"landing_page_url":"http://link.springer.com/10.1007/s10479-021-04366-9","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:8576317","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8576317","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Ann Oper Res","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s10479-021-04366-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10479-021-04366-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10479-021-04366-9.pdf","source":{"id":"https://openalex.org/S57667410","display_name":"Annals of Operations Research","issn_l":"0254-5330","issn":["0254-5330","1572-9338"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Operations Research","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5,"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3211795369.pdf","grobid_xml":"https://content.openalex.org/works/W3211795369.grobid-xml"},"referenced_works_count":81,"referenced_works":["https://openalex.org/W62948957","https://openalex.org/W613690151","https://openalex.org/W1546523058","https://openalex.org/W1678356000","https://openalex.org/W1963846824","https://openalex.org/W1965982810","https://openalex.org/W2058798106","https://openalex.org/W2058901786","https://openalex.org/W2078771477","https://openalex.org/W2082133383","https://openalex.org/W2085831731","https://openalex.org/W2086281524","https://openalex.org/W2093064636","https://openalex.org/W2100805904","https://openalex.org/W2135850590","https://openalex.org/W2139120543","https://openalex.org/W2150757437","https://openalex.org/W2259814617","https://openalex.org/W2342352000","https://openalex.org/W2345671521","https://openalex.org/W2346558001","https://openalex.org/W2347027255","https://openalex.org/W2498672755","https://openalex.org/W2564414379","https://openalex.org/W2587466508","https://openalex.org/W2595075724","https://openalex.org/W2606141730","https://openalex.org/W2621019941","https://openalex.org/W2621614687","https://openalex.org/W2662576920","https://openalex.org/W2753155801","https://openalex.org/W2766904551","https://openalex.org/W2782460359","https://openalex.org/W2789758093","https://openalex.org/W2805267014","https://openalex.org/W2806539099","https://openalex.org/W2885251002","https://openalex.org/W2895754458","https://openalex.org/W2899968057","https://openalex.org/W2904353724","https://openalex.org/W2906579193","https://openalex.org/W2909214268","https://openalex.org/W2911450871","https://openalex.org/W2911605224","https://openalex.org/W2937994642","https://openalex.org/W2942873663","https://openalex.org/W2949000601","https://openalex.org/W2952858199","https://openalex.org/W2953601589","https://openalex.org/W2964396662","https://openalex.org/W2964662531","https://openalex.org/W2976017899","https://openalex.org/W2983883967","https://openalex.org/W2998167908","https://openalex.org/W2999589538","https://openalex.org/W3003889696","https://openalex.org/W3004504659","https://openalex.org/W3009489483","https://openalex.org/W3021324573","https://openalex.org/W3035883408","https://openalex.org/W3039998712","https://openalex.org/W3094519163","https://openalex.org/W3095479090","https://openalex.org/W3098140497","https://openalex.org/W3102214643","https://openalex.org/W3109226246","https://openalex.org/W3115732278","https://openalex.org/W3121157334","https://openalex.org/W3123989301","https://openalex.org/W3124206771","https://openalex.org/W3124440722","https://openalex.org/W3124472125","https://openalex.org/W3124871904","https://openalex.org/W3125046887","https://openalex.org/W3126924255","https://openalex.org/W3136633992","https://openalex.org/W3204548891","https://openalex.org/W4206596078","https://openalex.org/W4212899454","https://openalex.org/W4240667711","https://openalex.org/W4299846046"],"related_works":["https://openalex.org/W2562128730","https://openalex.org/W2187141290","https://openalex.org/W2139130483","https://openalex.org/W2531735443","https://openalex.org/W2994308225","https://openalex.org/W2502574512","https://openalex.org/W2607086249","https://openalex.org/W3008010582","https://openalex.org/W3167654801","https://openalex.org/W4285326281"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":38},{"year":2024,"cited_by_count":27},{"year":2023,"cited_by_count":20},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":1}],"updated_date":"2026-04-04T08:04:53.788161","created_date":"2025-10-10T00:00:00"}