{"id":"https://openalex.org/W3202546167","doi":"https://doi.org/10.1155/2021/6304109","title":"Summary and Evaluation of the Application of Knowledge Graphs in Education 2007\u20132020","display_name":"Summary and Evaluation of the Application of Knowledge Graphs in Education 2007\u20132020","publication_year":2021,"publication_date":"2021-09-28","ids":{"openalex":"https://openalex.org/W3202546167","doi":"https://doi.org/10.1155/2021/6304109","mag":"3202546167"},"language":"en","primary_location":{"id":"doi:10.1155/2021/6304109","doi":"https://doi.org/10.1155/2021/6304109","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/6304109","pdf_url":"https://downloads.hindawi.com/journals/ddns/2021/6304109.pdf","source":{"id":"https://openalex.org/S130298280","display_name":"Discrete Dynamics in Nature and Society","issn_l":"1026-0226","issn":["1026-0226","1607-887X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-d","jufo-1","ki-jl-1","norway-1","poland-40","russia-white-list-2"],"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869","https://openalex.org/P4310320595"],"host_organization_lineage_names":["Hindawi Publishing Corporation","Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discrete Dynamics in Nature and Society","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://downloads.hindawi.com/journals/ddns/2021/6304109.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5089253394","display_name":"Yanmei Mao","orcid":"https://orcid.org/0000-0003-0646-7149","observed_orcids":["https://orcid.org/0000-0003-0646-7149"]},"institutions":[{"id":"https://openalex.org/I4405280057","display_name":"Zhejiang Business College","ror":"https://ror.org/02ccf2151","country_code":"CN","type":"education","lineage":["https://openalex.org/I4405280057"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yanmei Mao","raw_affiliation_strings":["College of Education, Zhejiang University, Hangzhou 310058, China","International Studies School of Zhejiang Business College, Hangzhou 310053, China"],"raw_orcid":"https://orcid.org/0000-0003-0646-7149","affiliations":[{"raw_affiliation_string":"College of Education, Zhejiang University, Hangzhou 310058, China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"International Studies School of Zhejiang Business College, Hangzhou 310053, China","institution_ids":["https://openalex.org/I4405280057"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5089253394"],"corresponding_institution_ids":["https://openalex.org/I4405280057","https://openalex.org/I76130692"],"apc_list":{"value":2570,"currency":"USD","value_usd":2570},"apc_paid":{"value":2570,"currency":"USD","value_usd":2570},"fwci":1.4544,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.85356043,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"2021","issue":null,"first_page":"1","last_page":"10"},"is_retracted":true,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10102","display_name":"scientometrics and bibliometrics research","score":0.5981000065803528,"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":0.5981000065803528,"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/T13751","display_name":"Diverse Approaches in Healthcare and Education Studies","score":0.0471000000834465,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.03020000085234642,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/knowledge-graphs","display_name":"knowledge graphs","score":0.9879999756813049},{"id":"https://openalex.org/keywords/research-trends","display_name":"research trends","score":0.7329999804496765},{"id":"https://openalex.org/keywords/research-hotspots","display_name":"research hotspots","score":0.6079999804496765},{"id":"https://openalex.org/keywords/keyword-co-occurrence-network","display_name":"keyword co-occurrence network","score":0.7459999918937683},{"id":"https://openalex.org/keywords/co-citation-analysis","display_name":"co-citation analysis","score":0.6970000267028809},{"id":"https://openalex.org/keywords/citespace","display_name":"CiteSpace","score":0.6800000071525574}],"concepts":[{"id":"https://openalex.org/C136886441","wikidata":"https://www.wikidata.org/wiki/Q926129","display_name":"Normalization (sociology)","level":2,"score":0.7418121099472046},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6866742372512817},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.6820124387741089},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5568822622299194},{"id":"https://openalex.org/C112953755","wikidata":"https://www.wikidata.org/wiki/Q739462","display_name":"Graph drawing","level":3,"score":0.5478269457817078},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.4935401678085327},{"id":"https://openalex.org/C2778805511","wikidata":"https://www.wikidata.org/wiki/Q1713","display_name":"Citation","level":2,"score":0.48539718985557556},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.48301494121551514},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.44665995240211487},{"id":"https://openalex.org/C2987255567","wikidata":"https://www.wikidata.org/wiki/Q33002955","display_name":"Knowledge graph","level":2,"score":0.44519197940826416},{"id":"https://openalex.org/C114713312","wikidata":"https://www.wikidata.org/wiki/Q7551269","display_name":"Social network analysis","level":3,"score":0.41408461332321167},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4075993597507477},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4041486978530884},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.22347185015678406},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.22101378440856934},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1885380744934082},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.11931219696998596},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.10885757207870483},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.09052491188049316},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1155/2021/6304109","doi":"https://doi.org/10.1155/2021/6304109","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/6304109","pdf_url":"https://downloads.hindawi.com/journals/ddns/2021/6304109.pdf","source":{"id":"https://openalex.org/S130298280","display_name":"Discrete Dynamics in Nature and Society","issn_l":"1026-0226","issn":["1026-0226","1607-887X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-d","jufo-1","ki-jl-1","norway-1","poland-40","russia-white-list-2"],"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869","https://openalex.org/P4310320595"],"host_organization_lineage_names":["Hindawi Publishing Corporation","Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discrete Dynamics in Nature and Society","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:5122d8cfcf1f4507a4feac5ce9fdf66a","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/5122d8cfcf1f4507a4feac5ce9fdf66a","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Discrete Dynamics in Nature and Society, Vol 2021 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2021/6304109","doi":"https://doi.org/10.1155/2021/6304109","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/6304109","pdf_url":"https://downloads.hindawi.com/journals/ddns/2021/6304109.pdf","source":{"id":"https://openalex.org/S130298280","display_name":"Discrete Dynamics in Nature and Society","issn_l":"1026-0226","issn":["1026-0226","1607-887X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-d","jufo-1","ki-jl-1","norway-1","poland-40","russia-white-list-2"],"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869","https://openalex.org/P4310320595"],"host_organization_lineage_names":["Hindawi Publishing Corporation","Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discrete Dynamics in Nature and Society","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality education","score":0.9235000014305115}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3202546167.pdf","grobid_xml":"https://content.openalex.org/works/W3202546167.grobid-xml"},"referenced_works_count":14,"referenced_works":["https://openalex.org/W1496306958","https://openalex.org/W1520807327","https://openalex.org/W2006873532","https://openalex.org/W2092669241","https://openalex.org/W2335694045","https://openalex.org/W2349046264","https://openalex.org/W2355287106","https://openalex.org/W2372769315","https://openalex.org/W2752600643","https://openalex.org/W2795986407","https://openalex.org/W2921380613","https://openalex.org/W3168876889","https://openalex.org/W4238591974","https://openalex.org/W4385489410"],"related_works":["https://openalex.org/W7001611925","https://openalex.org/W4400127264","https://openalex.org/W3135784148","https://openalex.org/W4323320773","https://openalex.org/W7203553911","https://openalex.org/W4404416750","https://openalex.org/W7102400382","https://openalex.org/W829684273","https://openalex.org/W4225463241","https://openalex.org/W4293868864"],"abstract_inverted_index":{"Since":[0],"2007,":[1],"knowledge":[2,24,32,71,91,105],"graphs,":[3],"an":[4],"important":[5],"research":[6,58,124,181],"tool,":[7],"have":[8,107],"been":[9,108],"applied":[10],"to":[11],"education":[12,27,75],"and":[13,28,53,64,78,86,130,149,157,161,192],"many":[14],"other":[15,158],"disciplines.":[16],"This":[17],"paper":[18],"firstly":[19],"overviews":[20],"the":[21,31,45,68,83,88,101,120,123,127,133,137,153,173,176],"application":[22],"of":[23,57,70,90,122,139,155,172,175,187],"graphs":[25,106],"in":[26,35,44,55,74,80,94,100,111,132,185],"then":[29],"samples":[30,50],"graph":[33,72,92],"applications":[34,73,93],"CSSCI-":[36],"(Chinese":[37],"Social":[38],"Sciences":[39],"Citation":[40],"Index-)":[41],"indexed":[42],"journals":[43],"past":[46,102],"two":[47],"years.":[48],"These":[49],"were":[51],"classified":[52],"analyzed":[54],"terms":[56,186],"institute,":[59],"data":[60],"source,":[61],"visualization":[62,159,177],"software,":[63],"analysis":[65],"perspective.":[66],"Next,":[67],"situation":[69],"was":[76],"summarized":[77],"evaluated":[79],"detail.":[81],"Furthermore,":[82],"authors":[84],"discussed":[85],"assessed":[87],"normalization":[89,190],"education.":[95,112],"The":[96,113,179],"results":[97],"show":[98],"that":[99],"15":[103],"years,":[104],"widely":[109],"used":[110],"academia":[114],"has":[115],"reached":[116],"a":[117,169],"consensus":[118],"on":[119],"paradigm":[121],"tool:":[125],"examining":[126],"hotspots,":[128],"topics,":[129],"trends":[131],"related":[134],"fields":[135],"from":[136],"angles":[138],"keyword":[140],"cooccurrence":[141],"network":[142],"(KCN),":[143],"time":[144],"zone":[145],"map,":[146],"clustering":[147],"network,":[148],"literature/author":[150],"cocitation,":[151],"with":[152],"aid":[154],"CiteSpace":[156],"software":[160],"text":[162],"analysis.":[163],"However,":[164],"there":[165],"is":[166],"not":[167],"yet":[168],"thorough":[170],"understanding":[171],"limitations":[174],"software.":[178],"relevant":[180],"should":[182],"be":[183],"improved":[184],"scientific":[188],"level,":[189,191],"quality.":[193]},"counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":1}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2021-10-11T00:00:00"}
