{"id":"https://openalex.org/W3191502413","doi":"https://doi.org/10.1080/17517575.2021.1959652","title":"A fuzzy supply chain risk assessment approach using real-time disruption event data from Twitter","display_name":"A fuzzy supply chain risk assessment approach using real-time disruption event data from Twitter","publication_year":2021,"publication_date":"2021-08-02","ids":{"openalex":"https://openalex.org/W3191502413","doi":"https://doi.org/10.1080/17517575.2021.1959652","mag":"3191502413"},"language":"en","primary_location":{"id":"doi:10.1080/17517575.2021.1959652","is_oa":false,"landing_page_url":"https://doi.org/10.1080/17517575.2021.1959652","pdf_url":null,"source":{"id":"https://openalex.org/S24861202","display_name":"Enterprise Information Systems","issn_l":"1751-7575","issn":["1751-7575","1751-7583"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Enterprise Information Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://ro.ecu.edu.au/ecuworkspost2013/11053","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034645046","display_name":"Naeem Khalid Janjua","orcid":"https://orcid.org/0000-0003-0483-8196"},"institutions":[{"id":"https://openalex.org/I12079687","display_name":"Edith Cowan University","ror":"https://ror.org/05jhnwe22","country_code":"AU","type":"education","lineage":["https://openalex.org/I12079687"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Naeem Khalid Janjua","raw_affiliation_strings":["School of Science (Computing and Security), Edith Cowan University, Perth, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Science (Computing and Security), Edith Cowan University, Perth, Australia","institution_ids":["https://openalex.org/I12079687"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088910073","display_name":"Falak Nawaz","orcid":"https://orcid.org/0000-0002-1520-7990"},"institutions":[{"id":"https://openalex.org/I118347636","display_name":"Australian National University","ror":"https://ror.org/019wvm592","country_code":"AU","type":"education","lineage":["https://openalex.org/I118347636"]},{"id":"https://openalex.org/I4210141271","display_name":"National Computational Infrastructure","ror":"https://ror.org/04yx6dh41","country_code":"AU","type":"facility","lineage":["https://openalex.org/I4210141271"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Falak Nawaz","raw_affiliation_strings":["National Computational Infrastructure (NCI), Australian National University, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Computational Infrastructure (NCI), Australian National University, Australia","institution_ids":["https://openalex.org/I4210141271","https://openalex.org/I118347636"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001315380","display_name":"Daniel D. Prior","orcid":"https://orcid.org/0000-0002-4365-2100"},"institutions":[{"id":"https://openalex.org/I188329596","display_name":"University of Canberra","ror":"https://ror.org/04s1nv328","country_code":"AU","type":"education","lineage":["https://openalex.org/I188329596"]},{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Daniel D Prior","raw_affiliation_strings":["School of Business, University of New South Wales, Canberra, Australia"],"raw_orcid":"https://orcid.org/0000-0002-4365-2100","affiliations":[{"raw_affiliation_string":"School of Business, University of New South Wales, Canberra, Australia","institution_ids":["https://openalex.org/I188329596","https://openalex.org/I31746571"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5034645046"],"corresponding_institution_ids":["https://openalex.org/I12079687"],"apc_list":null,"apc_paid":null,"fwci":3.3648,"has_fulltext":false,"cited_by_count":24,"citation_normalized_percentile":{"value":0.92664289,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"17","issue":"4","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11864","display_name":"Supply Chain Resilience and Risk Management","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and Management"},"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/T11864","display_name":"Supply Chain Resilience and Risk Management","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9611999988555908,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9391000270843506,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/conditional-random-field","display_name":"Conditional random field","score":0.7824954986572266},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7397130131721497},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.626542866230011},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.625281035900116},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5917209386825562},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.5452467203140259},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5354578495025635},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5004730224609375},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.49013957381248474},{"id":"https://openalex.org/keywords/annotation","display_name":"Annotation","score":0.488486647605896},{"id":"https://openalex.org/keywords/supply-chain","display_name":"Supply chain","score":0.4883265197277069},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4859951436519623},{"id":"https://openalex.org/keywords/named-entity-recognition","display_name":"Named-entity recognition","score":0.477597713470459},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4513697326183319},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.38006776571273804},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.20924928784370422},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.0980621874332428}],"concepts":[{"id":"https://openalex.org/C152565575","wikidata":"https://www.wikidata.org/wiki/Q1124538","display_name":"Conditional random field","level":2,"score":0.7824954986572266},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7397130131721497},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.626542866230011},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.625281035900116},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5917209386825562},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.5452467203140259},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5354578495025635},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5004730224609375},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.49013957381248474},{"id":"https://openalex.org/C2776321320","wikidata":"https://www.wikidata.org/wiki/Q857525","display_name":"Annotation","level":2,"score":0.488486647605896},{"id":"https://openalex.org/C108713360","wikidata":"https://www.wikidata.org/wiki/Q1824206","display_name":"Supply chain","level":2,"score":0.4883265197277069},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4859951436519623},{"id":"https://openalex.org/C2779135771","wikidata":"https://www.wikidata.org/wiki/Q403574","display_name":"Named-entity recognition","level":3,"score":0.477597713470459},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4513697326183319},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.38006776571273804},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.20924928784370422},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0980621874332428},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1080/17517575.2021.1959652","is_oa":false,"landing_page_url":"https://doi.org/10.1080/17517575.2021.1959652","pdf_url":null,"source":{"id":"https://openalex.org/S24861202","display_name":"Enterprise Information Systems","issn_l":"1751-7575","issn":["1751-7575","1751-7583"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Enterprise Information Systems","raw_type":"journal-article"},{"id":"pmh:oai:ro.ecu.edu.au:ecuworkspost2013-12059","is_oa":true,"landing_page_url":"https://ro.ecu.edu.au/ecuworkspost2013/11053","pdf_url":null,"source":{"id":"https://openalex.org/S2765015692","display_name":"Australasian Journal of Paramedicine","issn_l":"2202-7270","issn":["2202-7270"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Research outputs 2014 to 2021","raw_type":"text"},{"id":"pmh:oai:unsworks.library.unsw.edu.au:1959.4/unsworks_77030","is_oa":true,"landing_page_url":"http://hdl.handle.net/1959.4/unsworks_77030","pdf_url":null,"source":{"id":"https://openalex.org/S4306401737","display_name":"UNSWorks (University of New South Wales, Sydney, Australia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I40053085","host_organization_name":"Australian Defence Force Academy","host_organization_lineage":["https://openalex.org/I40053085"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Enterprise Information Systems, 17, 4, 1959652","raw_type":"http://purl.org/coar/resource_type/c_6501"}],"best_oa_location":{"id":"pmh:oai:ro.ecu.edu.au:ecuworkspost2013-12059","is_oa":true,"landing_page_url":"https://ro.ecu.edu.au/ecuworkspost2013/11053","pdf_url":null,"source":{"id":"https://openalex.org/S2765015692","display_name":"Australasian Journal of Paramedicine","issn_l":"2202-7270","issn":["2202-7270"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Research outputs 2014 to 2021","raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W980222584","https://openalex.org/W1579570945","https://openalex.org/W1623072288","https://openalex.org/W1692860844","https://openalex.org/W1892832513","https://openalex.org/W1932619826","https://openalex.org/W1969287756","https://openalex.org/W1970264778","https://openalex.org/W1974953636","https://openalex.org/W1986428794","https://openalex.org/W2013285825","https://openalex.org/W2039393712","https://openalex.org/W2081456412","https://openalex.org/W2082632948","https://openalex.org/W2105918172","https://openalex.org/W2116136245","https://openalex.org/W2119127857","https://openalex.org/W2123661878","https://openalex.org/W2124499489","https://openalex.org/W2129896895","https://openalex.org/W2138066705","https://openalex.org/W2147876157","https://openalex.org/W2416848540","https://openalex.org/W2474665338","https://openalex.org/W2519921075","https://openalex.org/W2524762050","https://openalex.org/W2601783998","https://openalex.org/W2624239644","https://openalex.org/W2762100403","https://openalex.org/W2778876056","https://openalex.org/W2792877142","https://openalex.org/W2799640207","https://openalex.org/W2803019396","https://openalex.org/W2808228432","https://openalex.org/W2891764167","https://openalex.org/W2893740026","https://openalex.org/W2906937105","https://openalex.org/W2940493476","https://openalex.org/W2940658499","https://openalex.org/W2962902328","https://openalex.org/W2967560566","https://openalex.org/W2979484080","https://openalex.org/W2990169795","https://openalex.org/W3043237058","https://openalex.org/W3121945729","https://openalex.org/W4206704848"],"related_works":["https://openalex.org/W4250494529","https://openalex.org/W1964783010","https://openalex.org/W2399696375","https://openalex.org/W45206245","https://openalex.org/W2211396092","https://openalex.org/W2061834489","https://openalex.org/W2078793151","https://openalex.org/W2751906762","https://openalex.org/W3088215229","https://openalex.org/W3047727388"],"abstract_inverted_index":{"In":[0],"this":[1],"study,":[2],"we":[3,31],"develop":[4],"a":[5,37,56,71,76,82],"novel":[6],"methodology":[7],"to":[8,60],"identify":[9],"supply":[10,62],"chain":[11,63],"disruption":[12],"events":[13],"using":[14],"Twitter":[15,77],"feeds":[16],"in":[17,23,85],"real":[18],"time.":[19],"Underpinned":[20],"by":[21],"advances":[22],"Natural":[24],"Language":[25],"Processing":[26],"(NLP)":[27],"and":[28,55],"machine":[29],"learning,":[30],"propose":[32],"an":[33],"approach":[34,69],"that":[35,90],"includes":[36],"state-of-the-art":[38],"variant":[39],"of":[40,51],"Conditional":[41],"Random":[42],"Field":[43],"(CRF)":[44],"model":[45,93],"for":[46],"event":[47],"annotation,":[48],"location-based":[49],"clustering":[50],"the":[52,67,91,95],"annotated":[53],"events,":[54],"fuzzy":[57],"inference":[58],"system":[59],"evaluate":[61],"risk.":[64],"We":[65],"validate":[66],"new":[68],"through":[70],"text":[72],"corpus":[73],"derived":[74],"from":[75],"data":[78],"stream,":[79],"which":[80],"is":[81],"popular":[83],"method":[84],"NLP.":[86],"The":[87],"results":[88],"show":[89],"proposed":[92],"outperforms":[94],"baseline":[96],"model.":[97]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":2}],"updated_date":"2026-05-22T09:01:20.584952","created_date":"2025-10-10T00:00:00"}