{"id":"https://openalex.org/W4411477432","doi":"https://doi.org/10.4018/ijssmet.381314","title":"Using Structural Variation Analysis to Measure Interdisciplinary Knowledge Integration in Operations Research","display_name":"Using Structural Variation Analysis to Measure Interdisciplinary Knowledge Integration in Operations Research","publication_year":2025,"publication_date":"2025-06-20","ids":{"openalex":"https://openalex.org/W4411477432","doi":"https://doi.org/10.4018/ijssmet.381314"},"language":"en","primary_location":{"id":"doi:10.4018/ijssmet.381314","is_oa":true,"landing_page_url":"https://doi.org/10.4018/ijssmet.381314","pdf_url":null,"source":{"id":"https://openalex.org/S149715497","display_name":"International Journal of Service Science Management Engineering and Technology","issn_l":"1947-959X","issn":["1947-959X","1947-9603"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Service Science, Management, Engineering, and Technology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.4018/ijssmet.381314","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5063854289","display_name":"Khaled Mili","orcid":"https://orcid.org/0000-0002-6309-5452"},"institutions":[{"id":"https://openalex.org/I4210165529","display_name":"University of Business and Technology","ror":"https://ror.org/05tcr1n44","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210165529"]},{"id":"https://openalex.org/I4626487","display_name":"King Faisal University","ror":"https://ror.org/00dn43547","country_code":"SA","type":"education","lineage":["https://openalex.org/I4626487"]}],"countries":["SA"],"is_corresponding":true,"raw_author_name":"Khaled Mili","raw_affiliation_strings":["Department of Quantitative Methods, College of Business Administration, King Faisal University, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-6309-5452","affiliations":[{"raw_affiliation_string":"Department of Quantitative Methods, College of Business Administration, King Faisal University, Saudi Arabia","institution_ids":["https://openalex.org/I4626487","https://openalex.org/I4210165529"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027470494","display_name":"Majdi Argoubi","orcid":"https://orcid.org/0000-0002-6560-5153"},"institutions":[{"id":"https://openalex.org/I8636806","display_name":"University of Sousse","ror":"https://ror.org/00dmpgj58","country_code":"TN","type":"education","lineage":["https://openalex.org/I8636806"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Majdi Argoubi","raw_affiliation_strings":["University of Sousse, Tunisia"],"raw_orcid":"https://orcid.org/0000-0002-6560-5153","affiliations":[{"raw_affiliation_string":"University of Sousse, Tunisia","institution_ids":["https://openalex.org/I8636806"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5063854289"],"corresponding_institution_ids":["https://openalex.org/I4210165529","https://openalex.org/I4626487"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.13295118,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"16","issue":"1","first_page":"1","last_page":"16"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10102","display_name":"scientometrics and bibliometrics research","score":0.9810000061988831,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10102","display_name":"scientometrics and bibliometrics research","score":0.9810000061988831,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13051","display_name":"Qualitative Comparative Analysis Research","score":0.9750000238418579,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9524000287055969,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"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/centrality","display_name":"Centrality","score":0.7590515613555908},{"id":"https://openalex.org/keywords/transformative-learning","display_name":"Transformative learning","score":0.5942475199699402},{"id":"https://openalex.org/keywords/linkage","display_name":"Linkage (software)","score":0.5407190322875977},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5346606969833374},{"id":"https://openalex.org/keywords/entropy","display_name":"Entropy (arrow of time)","score":0.5231560468673706},{"id":"https://openalex.org/keywords/citation","display_name":"Citation","score":0.5161231756210327},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5137168169021606},{"id":"https://openalex.org/keywords/bridging","display_name":"Bridging (networking)","score":0.5136188864707947},{"id":"https://openalex.org/keywords/modularity","display_name":"Modularity (biology)","score":0.5100710988044739},{"id":"https://openalex.org/keywords/variation","display_name":"Variation (astronomy)","score":0.46420818567276},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4531658887863159},{"id":"https://openalex.org/keywords/bibliographic-coupling","display_name":"Bibliographic coupling","score":0.4213588237762451},{"id":"https://openalex.org/keywords/network-analysis","display_name":"Network analysis","score":0.4127238690853119},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.33302685618400574},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.24579644203186035},{"id":"https://openalex.org/keywords/library-science","display_name":"Library science","score":0.20109355449676514},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.20046856999397278},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1781136393547058},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.17773184180259705}],"concepts":[{"id":"https://openalex.org/C53811970","wikidata":"https://www.wikidata.org/wiki/Q5062194","display_name":"Centrality","level":2,"score":0.7590515613555908},{"id":"https://openalex.org/C70587473","wikidata":"https://www.wikidata.org/wiki/Q7834111","display_name":"Transformative learning","level":2,"score":0.5942475199699402},{"id":"https://openalex.org/C31266012","wikidata":"https://www.wikidata.org/wiki/Q6554340","display_name":"Linkage (software)","level":3,"score":0.5407190322875977},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5346606969833374},{"id":"https://openalex.org/C106301342","wikidata":"https://www.wikidata.org/wiki/Q4117933","display_name":"Entropy (arrow of time)","level":2,"score":0.5231560468673706},{"id":"https://openalex.org/C2778805511","wikidata":"https://www.wikidata.org/wiki/Q1713","display_name":"Citation","level":2,"score":0.5161231756210327},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5137168169021606},{"id":"https://openalex.org/C174348530","wikidata":"https://www.wikidata.org/wiki/Q188635","display_name":"Bridging (networking)","level":2,"score":0.5136188864707947},{"id":"https://openalex.org/C2779478453","wikidata":"https://www.wikidata.org/wiki/Q6889748","display_name":"Modularity (biology)","level":2,"score":0.5100710988044739},{"id":"https://openalex.org/C2778334786","wikidata":"https://www.wikidata.org/wiki/Q1586270","display_name":"Variation (astronomy)","level":2,"score":0.46420818567276},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4531658887863159},{"id":"https://openalex.org/C2776822937","wikidata":"https://www.wikidata.org/wiki/Q856335","display_name":"Bibliographic coupling","level":3,"score":0.4213588237762451},{"id":"https://openalex.org/C32946077","wikidata":"https://www.wikidata.org/wiki/Q618079","display_name":"Network analysis","level":2,"score":0.4127238690853119},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.33302685618400574},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.24579644203186035},{"id":"https://openalex.org/C161191863","wikidata":"https://www.wikidata.org/wiki/Q199655","display_name":"Library science","level":1,"score":0.20109355449676514},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20046856999397278},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1781136393547058},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.17773184180259705},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","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},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C44870925","wikidata":"https://www.wikidata.org/wiki/Q37547","display_name":"Astrophysics","level":1,"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/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.4018/ijssmet.381314","is_oa":true,"landing_page_url":"https://doi.org/10.4018/ijssmet.381314","pdf_url":null,"source":{"id":"https://openalex.org/S149715497","display_name":"International Journal of Service Science Management Engineering and Technology","issn_l":"1947-959X","issn":["1947-959X","1947-9603"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Service Science, Management, Engineering, and Technology","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.4018/ijssmet.381314","is_oa":true,"landing_page_url":"https://doi.org/10.4018/ijssmet.381314","pdf_url":null,"source":{"id":"https://openalex.org/S149715497","display_name":"International Journal of Service Science Management Engineering and Technology","issn_l":"1947-959X","issn":["1947-959X","1947-9603"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Service Science, Management, Engineering, and Technology","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.4399999976158142,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W1985658808","https://openalex.org/W2002779084","https://openalex.org/W2005207065","https://openalex.org/W2009618608","https://openalex.org/W2019600199","https://openalex.org/W2022514640","https://openalex.org/W2026302857","https://openalex.org/W2031055067","https://openalex.org/W2052710775","https://openalex.org/W2054473834","https://openalex.org/W2066752129","https://openalex.org/W2103281873","https://openalex.org/W2104192199","https://openalex.org/W2120867647","https://openalex.org/W2131681506","https://openalex.org/W2132083787","https://openalex.org/W2146416787","https://openalex.org/W2153803261","https://openalex.org/W2154053722","https://openalex.org/W2563961554","https://openalex.org/W2606989030","https://openalex.org/W2797740556","https://openalex.org/W2989530049","https://openalex.org/W3035975760","https://openalex.org/W3099768174","https://openalex.org/W4238591974","https://openalex.org/W4392189908","https://openalex.org/W4401416213","https://openalex.org/W4402661115"],"related_works":["https://openalex.org/W2769306272","https://openalex.org/W3007305076","https://openalex.org/W2135602072","https://openalex.org/W2356638222","https://openalex.org/W2626653991","https://openalex.org/W2161532087","https://openalex.org/W118100147","https://openalex.org/W1663961612","https://openalex.org/W1990435776","https://openalex.org/W2141177212"],"abstract_inverted_index":{"Traditional":[0],"citation":[1,107],"analyses":[2],"often":[3],"fail":[4],"to":[5,19],"capture":[6,110],"how":[7],"research":[8,84,95,104],"reshapes":[9],"intellectual":[10],"landscapes.":[11],"This":[12],"study":[13],"applies":[14],"Structural":[15],"Variation":[16],"Analysis":[17],"(SVA)":[18],"assess":[20],"the":[21,30,40,89],"interdisciplinary":[22],"impact":[23],"of":[24,102],"a":[25,77],"highly":[26],"cited":[27],"paper":[28,75],"on":[29],"Cross-Entropy":[31,90],"Method":[32,91],"in":[33,80],"Operations":[34],"Research.":[35],"Using":[36],"co-citation":[37],"network":[38],"analysis,":[39],"authors":[41],"examine":[42],"structural":[43],"shifts":[44],"through":[45],"key":[46],"metrics,":[47],"including":[48],"modularity":[49],"change":[50],"(\u2206M":[51],"=":[52,57,62,67],"52.57),":[53],"cluster":[54],"linkage":[55],"(CL":[56],"135.2),":[58],"centrality":[59],"divergence":[60],"(CKL":[61],"0.47),":[63],"and":[64],"entropy":[65],"(E":[66],"0.98).":[68],"The":[69],"findings":[70],"reveal":[71],"that":[72],"this":[73],"methodological":[74],"plays":[76],"pivotal":[78],"role":[79],"bridging":[81],"previously":[82],"unconnected":[83],"domains.":[85],"Beyond":[86],"accumulating":[87],"citations,":[88],"has":[92],"fundamentally":[93],"altered":[94],"connectivity.":[96],"SVA":[97],"offers":[98],"an":[99],"early":[100],"indicator":[101],"transformative":[103],"before":[105],"conventional":[106],"metrics":[108],"can":[109],"their":[111],"full":[112],"impact.":[113]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
