{"id":"https://openalex.org/W7124600053","doi":"https://doi.org/10.1007/s11192-025-05512-x","title":"AI-enhanced multi-dimensional measurement of technological convergence through heterogeneous graph and semantic learning","display_name":"AI-enhanced multi-dimensional measurement of technological convergence through heterogeneous graph and semantic learning","publication_year":2026,"publication_date":"2026-01-17","ids":{"openalex":"https://openalex.org/W7124600053","doi":"https://doi.org/10.1007/s11192-025-05512-x"},"language":"en","primary_location":{"id":"doi:10.1007/s11192-025-05512-x","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11192-025-05512-x","pdf_url":null,"source":{"id":"https://openalex.org/S148561398","display_name":"Scientometrics","issn_l":"0138-9130","issn":["0138-9130","1588-2861"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320108","host_organization_name":"Springer Nature (Netherlands)","host_organization_lineage":["https://openalex.org/P4310320108","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature (Netherlands)","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientometrics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5068417178","display_name":"Siming Deng","orcid":"https://orcid.org/0000-0002-3960-7980"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]},{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]},{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]}],"countries":["AU","CN"],"is_corresponding":false,"raw_author_name":"Siming Deng","raw_affiliation_strings":["Australian Artificial Intelligence Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, 2007, Australia","School of Public Administration and Policy, Dalian University of Technology, Dalian, 116023, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Australian Artificial Intelligence Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, 2007, Australia","institution_ids":["https://openalex.org/I114017466"]},{"raw_affiliation_string":"School of Public Administration and Policy, Dalian University of Technology, Dalian, 116023, China","institution_ids":["https://openalex.org/I27357992","https://openalex.org/I4210092944"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114169137","display_name":"Runsong Jia","orcid":"https://orcid.org/0009-0003-3986-2679"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Runsong Jia","raw_affiliation_strings":["Australian Artificial Intelligence Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, 2007, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Australian Artificial Intelligence Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, 2007, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017786339","display_name":"Chunjuan Luan","orcid":null},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]},{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chunjuan Luan","raw_affiliation_strings":["School of Business, Dalian University of Technology, Panjin, 124221, China","School of Intellectual Property, Dalian University of Technology, Panjin, 124221, China","School of Public Administration and Policy, Dalian University of Technology, Dalian, 116023, China"],"raw_orcid":"https://orcid.org/0000-0002-3610-2864","affiliations":[{"raw_affiliation_string":"School of Business, Dalian University of Technology, Panjin, 124221, China","institution_ids":["https://openalex.org/I27357992"]},{"raw_affiliation_string":"School of Intellectual Property, Dalian University of Technology, Panjin, 124221, China","institution_ids":["https://openalex.org/I27357992"]},{"raw_affiliation_string":"School of Public Administration and Policy, Dalian University of Technology, Dalian, 116023, China","institution_ids":["https://openalex.org/I27357992","https://openalex.org/I4210092944"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031442664","display_name":"Mengjia Wu","orcid":"https://orcid.org/0000-0003-3956-7808"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Mengjia Wu","raw_affiliation_strings":["Australian Artificial Intelligence Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, 2007, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Australian Artificial Intelligence Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, 2007, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5123260902","display_name":"Yi Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Yi Zhang","raw_affiliation_strings":["Australian Artificial Intelligence Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, 2007, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Australian Artificial Intelligence Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, 2007, Australia","institution_ids":["https://openalex.org/I114017466"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5017786339"],"corresponding_institution_ids":["https://openalex.org/I27357992","https://openalex.org/I4210092944"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.09030949,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"131","issue":"4","first_page":"2495","last_page":"2522"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10856","display_name":"Intellectual Property and Patents","score":0.8813999891281128,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"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/T10856","display_name":"Intellectual Property and Patents","score":0.8813999891281128,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"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/T14143","display_name":"Economic and Technological Innovation","score":0.059300001710653305,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13276","display_name":"University-Industry-Government Innovation Models","score":0.004699999932199717,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"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/graph","display_name":"Graph","score":0.5113000273704529},{"id":"https://openalex.org/keywords/technological-change","display_name":"Technological change","score":0.47450000047683716},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.44690001010894775},{"id":"https://openalex.org/keywords/entropy","display_name":"Entropy (arrow of time)","score":0.39879998564720154},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.39259999990463257},{"id":"https://openalex.org/keywords/empirical-research","display_name":"Empirical research","score":0.3720000088214874},{"id":"https://openalex.org/keywords/knowledge-graph","display_name":"Knowledge graph","score":0.3391000032424927}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6524999737739563},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.517300009727478},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5113000273704529},{"id":"https://openalex.org/C137996800","wikidata":"https://www.wikidata.org/wiki/Q762702","display_name":"Technological change","level":2,"score":0.47450000047683716},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.44690001010894775},{"id":"https://openalex.org/C106301342","wikidata":"https://www.wikidata.org/wiki/Q4117933","display_name":"Entropy (arrow of time)","level":2,"score":0.39879998564720154},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.39259999990463257},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.3720000088214874},{"id":"https://openalex.org/C2987255567","wikidata":"https://www.wikidata.org/wiki/Q33002955","display_name":"Knowledge graph","level":2,"score":0.3391000032424927},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3382999897003174},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.32600000500679016},{"id":"https://openalex.org/C177774035","wikidata":"https://www.wikidata.org/wiki/Q1246948","display_name":"Granularity","level":2,"score":0.3253999948501587},{"id":"https://openalex.org/C118916094","wikidata":"https://www.wikidata.org/wiki/Q2207328","display_name":"Technological convergence","level":2,"score":0.3131999969482422},{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.3018999993801117},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2969000041484833},{"id":"https://openalex.org/C57945734","wikidata":"https://www.wikidata.org/wiki/Q7977941","display_name":"Weak convergence","level":3,"score":0.28110000491142273},{"id":"https://openalex.org/C88230418","wikidata":"https://www.wikidata.org/wiki/Q131476","display_name":"Graph theory","level":2,"score":0.2782000005245209},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2768999934196472},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.2761000096797943},{"id":"https://openalex.org/C57869625","wikidata":"https://www.wikidata.org/wiki/Q1783502","display_name":"Rate of convergence","level":3,"score":0.26669999957084656},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2590000033378601},{"id":"https://openalex.org/C2778805511","wikidata":"https://www.wikidata.org/wiki/Q1713","display_name":"Citation","level":2,"score":0.2567000091075897}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s11192-025-05512-x","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11192-025-05512-x","pdf_url":null,"source":{"id":"https://openalex.org/S148561398","display_name":"Scientometrics","issn_l":"0138-9130","issn":["0138-9130","1588-2861"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320108","host_organization_name":"Springer Nature (Netherlands)","host_organization_lineage":["https://openalex.org/P4310320108","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature (Netherlands)","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientometrics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6588612198829651,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G7371506017","display_name":null,"funder_award_id":"72374037","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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":91,"referenced_works":["https://openalex.org/W1431340151","https://openalex.org/W1861566214","https://openalex.org/W1949582288","https://openalex.org/W1953678828","https://openalex.org/W1960236425","https://openalex.org/W1977354890","https://openalex.org/W1980348078","https://openalex.org/W1990150127","https://openalex.org/W2011341343","https://openalex.org/W2013958462","https://openalex.org/W2019673308","https://openalex.org/W2043939390","https://openalex.org/W2067515244","https://openalex.org/W2085044294","https://openalex.org/W2087961923","https://openalex.org/W2102295175","https://openalex.org/W2102897933","https://openalex.org/W2124875931","https://openalex.org/W2132258029","https://openalex.org/W2132444505","https://openalex.org/W2158894895","https://openalex.org/W2173394267","https://openalex.org/W2286659793","https://openalex.org/W2321136339","https://openalex.org/W2340582038","https://openalex.org/W2386066520","https://openalex.org/W2490245636","https://openalex.org/W2573403963","https://openalex.org/W2579239713","https://openalex.org/W2598292815","https://openalex.org/W2620596441","https://openalex.org/W2735332871","https://openalex.org/W2769723061","https://openalex.org/W2786712278","https://openalex.org/W2808701587","https://openalex.org/W2842887116","https://openalex.org/W2887680521","https://openalex.org/W2888532066","https://openalex.org/W2893667345","https://openalex.org/W2896585721","https://openalex.org/W2944390955","https://openalex.org/W3010983747","https://openalex.org/W3014004366","https://openalex.org/W3021413640","https://openalex.org/W3082223228","https://openalex.org/W3122656999","https://openalex.org/W3122717629","https://openalex.org/W3123927737","https://openalex.org/W3124412538","https://openalex.org/W3124503851","https://openalex.org/W3125520211","https://openalex.org/W3127080099","https://openalex.org/W3163018411","https://openalex.org/W3163141190","https://openalex.org/W3172560091","https://openalex.org/W3173271464","https://openalex.org/W3180444136","https://openalex.org/W3193477576","https://openalex.org/W3203673740","https://openalex.org/W3204279168","https://openalex.org/W3205939075","https://openalex.org/W3211520866","https://openalex.org/W3213259061","https://openalex.org/W3216964000","https://openalex.org/W4200438328","https://openalex.org/W4210653533","https://openalex.org/W4220824134","https://openalex.org/W4226434417","https://openalex.org/W4285082400","https://openalex.org/W4289170395","https://openalex.org/W4289994362","https://openalex.org/W4294577366","https://openalex.org/W4295027240","https://openalex.org/W4297312144","https://openalex.org/W4306385708","https://openalex.org/W4322490865","https://openalex.org/W4327987029","https://openalex.org/W4361199350","https://openalex.org/W4380768342","https://openalex.org/W4380924907","https://openalex.org/W4385880742","https://openalex.org/W4385976014","https://openalex.org/W4386402190","https://openalex.org/W4389954591","https://openalex.org/W4393166303","https://openalex.org/W4393973030","https://openalex.org/W4401784022","https://openalex.org/W4402207735","https://openalex.org/W4402797391","https://openalex.org/W4403258277","https://openalex.org/W4407078946"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-04-26T06:01:38.667478","created_date":"2026-01-19T00:00:00"}
