{"id":"https://openalex.org/W4385067539","doi":"https://doi.org/10.1080/10494820.2023.2236668","title":"Effects of an intelligent cues recognition-based multilevel knowledge graphs generation method on students in online learning environments","display_name":"Effects of an intelligent cues recognition-based multilevel knowledge graphs generation method on students in online learning environments","publication_year":2023,"publication_date":"2023-07-20","ids":{"openalex":"https://openalex.org/W4385067539","doi":"https://doi.org/10.1080/10494820.2023.2236668"},"language":"en","primary_location":{"id":"doi:10.1080/10494820.2023.2236668","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10494820.2023.2236668","pdf_url":null,"source":{"id":"https://openalex.org/S90466346","display_name":"Interactive Learning Environments","issn_l":"1049-4820","issn":["1049-4820","1744-5191"],"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":"Interactive Learning Environments","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/A5053545179","display_name":"Xia Xiao","orcid":"https://orcid.org/0000-0001-8364-2487"},"institutions":[{"id":"https://openalex.org/I204823248","display_name":"Huazhong Agricultural University","ror":"https://ror.org/023b72294","country_code":"CN","type":"education","lineage":["https://openalex.org/I204823248"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xia Xiao","raw_affiliation_strings":["Huazhong Agricultural University","School of Public Administration, Huazhong Agricultural University, Wuhan, People's Republic of China"],"raw_orcid":"https://orcid.org/0000-0001-8364-2487","affiliations":[{"raw_affiliation_string":"Huazhong Agricultural University","institution_ids":["https://openalex.org/I204823248"]},{"raw_affiliation_string":"School of Public Administration, Huazhong Agricultural University, Wuhan, People's Republic of China","institution_ids":["https://openalex.org/I204823248"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ziqi Fang","orcid":"https://orcid.org/0000-0003-4916-1123"},"institutions":[{"id":"https://openalex.org/I158934434","display_name":"Zhongnan University of Economics and Law","ror":"https://ror.org/04yqxxq63","country_code":"CN","type":"education","lineage":["https://openalex.org/I158934434"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziqi Fang","raw_affiliation_strings":["Zhongnan University of Economics and Law","School of Information and Safety Engineering, Zhongnan University of Economics and Law, Wuhan, People's Republic of China"],"raw_orcid":"https://orcid.org/0000-0003-4916-1123","affiliations":[{"raw_affiliation_string":"Zhongnan University of Economics and Law","institution_ids":["https://openalex.org/I158934434"]},{"raw_affiliation_string":"School of Information and Safety Engineering, Zhongnan University of Economics and Law, Wuhan, People's Republic of China","institution_ids":["https://openalex.org/I158934434"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065043021","display_name":"Shuaiyi Zou","orcid":"https://orcid.org/0000-0002-7304-3226"},"institutions":[{"id":"https://openalex.org/I158934434","display_name":"Zhongnan University of Economics and Law","ror":"https://ror.org/04yqxxq63","country_code":"CN","type":"education","lineage":["https://openalex.org/I158934434"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuaiyi Zou","raw_affiliation_strings":["Zhongnan University of Economics and Law","School of Information and Safety Engineering, Zhongnan University of Economics and Law, Wuhan, People's Republic of China"],"raw_orcid":"https://orcid.org/0000-0002-7304-3226","affiliations":[{"raw_affiliation_string":"Zhongnan University of Economics and Law","institution_ids":["https://openalex.org/I158934434"]},{"raw_affiliation_string":"School of Information and Safety Engineering, Zhongnan University of Economics and Law, Wuhan, People's Republic of China","institution_ids":["https://openalex.org/I158934434"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087895875","display_name":"Chengde Zhang","orcid":"https://orcid.org/0000-0003-2246-4976"},"institutions":[{"id":"https://openalex.org/I158934434","display_name":"Zhongnan University of Economics and Law","ror":"https://ror.org/04yqxxq63","country_code":"CN","type":"education","lineage":["https://openalex.org/I158934434"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chengde Zhang","raw_affiliation_strings":["Zhongnan University of Economics and Law","School of Information and Safety Engineering, Zhongnan University of Economics and Law, Wuhan, People's Republic of China"],"raw_orcid":"https://orcid.org/0000-0003-2246-4976","affiliations":[{"raw_affiliation_string":"Zhongnan University of Economics and Law","institution_ids":["https://openalex.org/I158934434"]},{"raw_affiliation_string":"School of Information and Safety Engineering, Zhongnan University of Economics and Law, Wuhan, People's Republic of China","institution_ids":["https://openalex.org/I158934434"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026191907","display_name":"Xinzhong Chen","orcid":"https://orcid.org/0000-0001-6181-9261"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]},{"id":"https://openalex.org/I870392255","display_name":"Wuhan Sports University","ror":"https://ror.org/004je0088","country_code":"CN","type":"education","lineage":["https://openalex.org/I870392255"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinzhong Chen","raw_affiliation_strings":["Institute of Educational Sciences, Wuhan University","Institute of Educational Sciences, Wuhan University, Wuhan, People's Republic of China"],"raw_orcid":"https://orcid.org/0000-0001-6181-9261","affiliations":[{"raw_affiliation_string":"Institute of Educational Sciences, Wuhan University","institution_ids":["https://openalex.org/I870392255"]},{"raw_affiliation_string":"Institute of Educational Sciences, Wuhan University, Wuhan, People's Republic of China","institution_ids":["https://openalex.org/I37461747"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5087895875"],"corresponding_institution_ids":["https://openalex.org/I158934434"],"apc_list":null,"apc_paid":null,"fwci":1.8924,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.89226494,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"32","issue":"9","first_page":"5801","last_page":"5821"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9860000014305115,"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"}},{"id":"https://openalex.org/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.983299970626831,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6964178085327148},{"id":"https://openalex.org/keywords/grasp","display_name":"GRASP","score":0.46132534742355347},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.35264408588409424},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.34388917684555054},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3399808406829834}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6964178085327148},{"id":"https://openalex.org/C171268870","wikidata":"https://www.wikidata.org/wiki/Q1486676","display_name":"GRASP","level":2,"score":0.46132534742355347},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.35264408588409424},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.34388917684555054},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3399808406829834},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/10494820.2023.2236668","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10494820.2023.2236668","pdf_url":null,"source":{"id":"https://openalex.org/S90466346","display_name":"Interactive Learning Environments","issn_l":"1049-4820","issn":["1049-4820","1744-5191"],"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":"Interactive Learning Environments","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.41999998688697815,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[{"id":"https://openalex.org/G4951238883","display_name":null,"funder_award_id":"(22BXW081)","funder_id":"https://openalex.org/F4320335869","funder_display_name":"National Social Science Fund of China"}],"funders":[{"id":"https://openalex.org/F4320335869","display_name":"National Social Science Fund of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1593360544","https://openalex.org/W2027437487","https://openalex.org/W2038537688","https://openalex.org/W2058395827","https://openalex.org/W2251913848","https://openalex.org/W2335754004","https://openalex.org/W2480702904","https://openalex.org/W2482313458","https://openalex.org/W2742362366","https://openalex.org/W2770853336","https://openalex.org/W2791087214","https://openalex.org/W2791864131","https://openalex.org/W2794691683","https://openalex.org/W2896457183","https://openalex.org/W2966192018","https://openalex.org/W2982644112","https://openalex.org/W3003323935","https://openalex.org/W3007075357","https://openalex.org/W3025657889","https://openalex.org/W3092364978","https://openalex.org/W3101568997","https://openalex.org/W3163136630","https://openalex.org/W3165882626","https://openalex.org/W3177613403","https://openalex.org/W3186220238","https://openalex.org/W3207508825","https://openalex.org/W4200020905","https://openalex.org/W4221050014","https://openalex.org/W4235616508","https://openalex.org/W4237977861","https://openalex.org/W4247087382","https://openalex.org/W4250461442","https://openalex.org/W4321793419","https://openalex.org/W6633087972"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2163296013","https://openalex.org/W2743859443","https://openalex.org/W2326995835","https://openalex.org/W165915117","https://openalex.org/W2059402478","https://openalex.org/W2123347777","https://openalex.org/W2963326767"],"abstract_inverted_index":{"Online":[0],"learning":[1,130,133,147,163,192],"has":[2],"been":[3],"greatly":[4],"widespread":[5],"since":[6],"the":[7,14,38,56,70,83,104,112],"explosion":[8],"of":[9,16,61,90,106,114,161],"COVID-19.":[10],"However,":[11],"due":[12],"to":[13,31,49,80,102,148,153,179],"lack":[15],"interaction":[17],"between":[18],"teachers":[19],"and":[20,36,53,58,132,159,181,188],"students":[21,30,51,79,178],"in":[22,117],"online":[23],"courses,":[24],"it":[25],"is":[26],"very":[27],"difficult":[28],"for":[29,121],"focus":[32],"on":[33,93,128],"course":[34],"content":[35,60],"complete":[37],"learning.":[39],"Therefore,":[40],"we":[41,110],"developed":[42],"a":[43,98,149],"novel":[44],"intelligent":[45],"multilevel":[46],"knowledge":[47,72,91,115],"graph":[48],"help":[50,177],"quickly":[52],"systematically":[54],"grasp":[55],"framework":[57],"key":[59],"video":[62],"lectures.":[63],"Specifically,":[64,109],"our":[65,107],"method":[66],"introduced":[67],"cues":[68,122,174],"into":[69],"interactive":[71,170],"mapping.":[73],"This":[74],"approach":[75],"not":[76,166],"only":[77],"allows":[78],"interact":[81],"with":[82,123],"graphs":[84,116,171],"but":[85],"also":[86],"displays":[87],"different":[88],"levels":[89],"based":[92],"its":[94,156],"importance.":[95],"In":[96,168],"addition,":[97],"quasi-experiment":[99],"was":[100],"implemented":[101],"verify":[103],"effectiveness":[105,131],"method.":[108],"compare":[111],"effects":[113],"three":[118],"weighting":[119],"strategies":[120],"traditional":[124,154],"manual":[125],"concept":[126,142],"maps":[127,143],"students'":[129],"perception.":[134],"Our":[135],"study":[136],"shows":[137],"that":[138],"although":[139],"static":[140],"artificial":[141],"do":[144],"enhance":[145],"student":[146,162],"certain":[150],"extent":[151],"compared":[152],"learning,":[155],"development":[157],"efficiency":[158],"enhancement":[160],"outcomes":[164],"are":[165],"ideal.":[167],"contrast,":[169],"presenting":[172],"overlay":[173],"can":[175],"effectively":[176],"restructure":[180],"systematize":[182],"their":[183,186,191],"knowledge,":[184],"direct":[185],"attention":[187],"thus":[189],"improve":[190],"outcomes.":[193]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
