{"id":"https://openalex.org/W7155382411","doi":"https://doi.org/10.1145/3797552.3797805","title":"Thematic Analysis of Higher Education Disciplinary Structures Based on the LDA Model","display_name":"Thematic Analysis of Higher Education Disciplinary Structures Based on the LDA Model","publication_year":2025,"publication_date":"2025-11-21","ids":{"openalex":"https://openalex.org/W7155382411","doi":"https://doi.org/10.1145/3797552.3797805"},"language":null,"primary_location":{"id":"doi:10.1145/3797552.3797805","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3797552.3797805","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 4th International Conference on Artificial Intelligence and Education","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3797552.3797805","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5042814528","display_name":"Shuo Zhang","orcid":"https://orcid.org/0000-0002-8643-5712"},"institutions":[{"id":"https://openalex.org/I4210128075","display_name":"Changchun University of Chinese Medicine","ror":"https://ror.org/035cyhw15","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210128075"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuo Zhang","raw_affiliation_strings":["School of Management, Changchun University of Traditional Chinese Medicine, Changchun, Jilin, China,"],"raw_orcid":"https://orcid.org/0000-0002-8643-5712","affiliations":[{"raw_affiliation_string":"School of Management, Changchun University of Traditional Chinese Medicine, Changchun, Jilin, China,","institution_ids":["https://openalex.org/I4210128075"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yao Lu","orcid":"https://orcid.org/0009-0001-4492-127X"},"institutions":[{"id":"https://openalex.org/I4210128075","display_name":"Changchun University of Chinese Medicine","ror":"https://ror.org/035cyhw15","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210128075"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yao Lu","raw_affiliation_strings":["School of Management, Changchun University of Traditional Chinese Medicine, Changchun, Jilin, China,"],"raw_orcid":"https://orcid.org/0009-0001-4492-127X","affiliations":[{"raw_affiliation_string":"School of Management, Changchun University of Traditional Chinese Medicine, Changchun, Jilin, China,","institution_ids":["https://openalex.org/I4210128075"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038659748","display_name":"shumin yin","orcid":null},"institutions":[{"id":"https://openalex.org/I4210128075","display_name":"Changchun University of Chinese Medicine","ror":"https://ror.org/035cyhw15","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210128075"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shumin Yin","raw_affiliation_strings":["School of Management, Changchun University of Traditional Chinese Medicine, Changchun, Jilin, China,"],"raw_orcid":"https://orcid.org/0009-0004-8978-061X","affiliations":[{"raw_affiliation_string":"School of Management, Changchun University of Traditional Chinese Medicine, Changchun, Jilin, China,","institution_ids":["https://openalex.org/I4210128075"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121918625","display_name":"YuFei Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210128075","display_name":"Changchun University of Chinese Medicine","ror":"https://ror.org/035cyhw15","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210128075"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yufei Wu","raw_affiliation_strings":["School of Management, Changchun University of Traditional Chinese Medicine, Changchun, Jilin, China,"],"raw_orcid":"https://orcid.org/0009-0000-2548-7052","affiliations":[{"raw_affiliation_string":"School of Management, Changchun University of Traditional Chinese Medicine, Changchun, Jilin, China,","institution_ids":["https://openalex.org/I4210128075"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001069448","display_name":"Fang Xia","orcid":"https://orcid.org/0000-0001-5909-656X"},"institutions":[{"id":"https://openalex.org/I4210128075","display_name":"Changchun University of Chinese Medicine","ror":"https://ror.org/035cyhw15","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210128075"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fang Xia","raw_affiliation_strings":["School of Management, Changchun University of Traditional Chinese Medicine, Changchun, Jilin, China,"],"raw_orcid":"https://orcid.org/0000-0001-5909-656X","affiliations":[{"raw_affiliation_string":"School of Management, Changchun University of Traditional Chinese Medicine, Changchun, Jilin, China,","institution_ids":["https://openalex.org/I4210128075"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210128075"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1587","last_page":"1592"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10546","display_name":"Higher Education Governance and Development","score":0.10339999943971634,"subfield":{"id":"https://openalex.org/subfields/3320","display_name":"Political Science and International Relations"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10546","display_name":"Higher Education Governance and Development","score":0.10339999943971634,"subfield":{"id":"https://openalex.org/subfields/3320","display_name":"Political Science and International Relations"},"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/T12766","display_name":"Interdisciplinary Research and Collaboration","score":0.08449999988079071,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"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/T13416","display_name":"Educational Theory and Curriculum Studies","score":0.07450000196695328,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/discipline","display_name":"Discipline","score":0.8417999744415283},{"id":"https://openalex.org/keywords/higher-education","display_name":"Higher education","score":0.65829998254776},{"id":"https://openalex.org/keywords/thematic-analysis","display_name":"Thematic analysis","score":0.5554999709129333},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.47269999980926514},{"id":"https://openalex.org/keywords/thematic-structure","display_name":"Thematic structure","score":0.461899995803833},{"id":"https://openalex.org/keywords/thematic-map","display_name":"Thematic map","score":0.4383000135421753},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.42500001192092896}],"concepts":[{"id":"https://openalex.org/C8795937","wikidata":"https://www.wikidata.org/wiki/Q11862829","display_name":"Discipline","level":2,"score":0.8417999744415283},{"id":"https://openalex.org/C120912362","wikidata":"https://www.wikidata.org/wiki/Q136822","display_name":"Higher education","level":2,"score":0.65829998254776},{"id":"https://openalex.org/C74196892","wikidata":"https://www.wikidata.org/wiki/Q7781188","display_name":"Thematic analysis","level":3,"score":0.5554999709129333},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.47269999980926514},{"id":"https://openalex.org/C2778109090","wikidata":"https://www.wikidata.org/wiki/Q7781195","display_name":"Thematic structure","level":2,"score":0.461899995803833},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.4422999918460846},{"id":"https://openalex.org/C93692415","wikidata":"https://www.wikidata.org/wiki/Q1502030","display_name":"Thematic map","level":2,"score":0.4383000135421753},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.4309999942779541},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.42500001192092896},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.4172999858856201},{"id":"https://openalex.org/C33566652","wikidata":"https://www.wikidata.org/wiki/Q1065927","display_name":"Theme (computing)","level":2,"score":0.3926999866962433},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.35899999737739563},{"id":"https://openalex.org/C16345878","wikidata":"https://www.wikidata.org/wiki/Q107472979","display_name":"Orientation (vector space)","level":2,"score":0.3257000148296356},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.32440000772476196},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.31060001254081726},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3075999915599823},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.30059999227523804},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.2827000021934509},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.273499995470047},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2718999981880188},{"id":"https://openalex.org/C190248442","wikidata":"https://www.wikidata.org/wiki/Q839486","display_name":"Qualitative research","level":2,"score":0.2581000030040741}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3797552.3797805","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3797552.3797805","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 4th International Conference on Artificial Intelligence and Education","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3797552.3797805","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3797552.3797805","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 4th International Conference on Artificial Intelligence and Education","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5424699187278748}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":3,"referenced_works":["https://openalex.org/W2962686197","https://openalex.org/W3149382904","https://openalex.org/W4408362012"],"related_works":[],"abstract_inverted_index":{"This":[0,124,137],"study":[1,138],"employs":[2],"LDA":[3],"thematic":[4,98],"modeling":[5,99],"to":[6,13,85,92],"conduct":[7],"text":[8],"mining":[9],"on":[10,34,96],"literature":[11],"related":[12],"the":[14,35,97],"disciplinary":[15,36,119,149],"structure":[16,37],"of":[17,38,69],"higher":[18,39,147],"education,":[19],"systematically":[20],"identifying":[21],"core":[22],"issues":[23],"and":[24,60,73,88,111,114,121,129,145],"research":[25,33,78,102],"hotspots":[26],"in":[27,50],"this":[28],"field.":[29],"Findings":[30],"reveal":[31],"that":[32,77],"education":[40,135,148],"primarily":[41],"revolves":[42],"around":[43],"three":[44],"major":[45],"themes:":[46],"Supply-Side":[47],"Structural":[48],"Reform":[49],"Higher":[51],"Education":[52],"(Topic1),":[53],"Industrial":[54],"Structure":[55],"Drives":[56,63],"Talent":[57,64],"Development":[58,65],"(Topic2),":[59],"Technological":[61],"Innovation":[62],"(topic3).":[66],"Further":[67],"analysis":[68],"theme":[70],"intensity":[71],"evolution":[72],"visualization":[74],"tools":[75],"indicates":[76],"focus":[79],"is":[80],"shifting":[81],"from":[82,89],"scale":[83],"expansion":[84],"quality":[86],"enhancement,":[87],"single-discipline":[90],"development":[91],"interdisciplinary":[93],"integration.":[94],"Based":[95],"results,":[100],"future":[101],"should":[103],"deepen":[104],"supply-side":[105],"structural":[106],"reform,":[107],"optimize":[108],"industry":[109],"orientation":[110],"resource":[112],"allocation,":[113],"promote":[115],"dynamic":[116],"alignment":[117],"between":[118],"structures":[120],"socio-economic":[122],"demands.":[123],"will":[125],"provide":[126],"theoretical":[127],"foundations":[128],"practical":[130],"pathways":[131],"for":[132,143],"constructing":[133],"high-quality":[134],"systems.":[136],"offers":[139],"new":[140],"analytical":[141],"perspectives":[142],"understanding":[144],"optimizing":[146],"structures.":[150]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2026-04-24T00:00:00"}