{"id":"https://openalex.org/W4402360979","doi":"https://doi.org/10.1108/k-03-2024-0613","title":"The impact of human-AIGC tools collaboration on the learning effect of college students: a key factor for\u00a0future education?","display_name":"The impact of human-AIGC tools collaboration on the learning effect of college students: a key factor for\u00a0future education?","publication_year":2024,"publication_date":"2024-09-09","ids":{"openalex":"https://openalex.org/W4402360979","doi":"https://doi.org/10.1108/k-03-2024-0613"},"language":"en","primary_location":{"id":"doi:10.1108/k-03-2024-0613","is_oa":false,"landing_page_url":"https://doi.org/10.1108/k-03-2024-0613","pdf_url":null,"source":{"id":"https://openalex.org/S168682784","display_name":"Kybernetes","issn_l":"0368-492X","issn":["0368-492X","1758-7883"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Kybernetes","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/A5111320145","display_name":"Weiquan Yang","orcid":"https://orcid.org/0009-0001-6897-3410"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiquan Yang","raw_affiliation_strings":["School of Design and Art, Beijing Institute of Technology , ,"],"raw_orcid":"https://orcid.org/0009-0001-6897-3410","affiliations":[{"raw_affiliation_string":"School of Design and Art, Beijing Institute of Technology , ,","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038103664","display_name":"Zhaolin Lu","orcid":"https://orcid.org/0009-0008-7775-5352"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhaolin Lu","raw_affiliation_strings":["School of Design and Art, Beijing Institute of Technology , ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Design and Art, Beijing Institute of Technology , ,","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114223532","display_name":"Zhongyan Li","orcid":null},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zengrui Li","raw_affiliation_strings":["School of Design and Art, Beijing Institute of Technology , ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Design and Art, Beijing Institute of Technology , ,","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109778830","display_name":"Yalin Cui","orcid":null},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yalin Cui","raw_affiliation_strings":["School of Design and Art, Beijing Institute of Technology , ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Design and Art, Beijing Institute of Technology , ,","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Lijin Dai","orcid":null},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lijin Dai","raw_affiliation_strings":["School of Design and Art, Beijing Institute of Technology , ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Design and Art, Beijing Institute of Technology , ,","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100512141","display_name":"Yupeng Li","orcid":"https://orcid.org/0009-0000-9052-2408"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yupeng Li","raw_affiliation_strings":["School of Design and Art, Beijing Institute of Technology , ,"],"raw_orcid":"https://orcid.org/0009-0000-9052-2408","affiliations":[{"raw_affiliation_string":"School of Design and Art, Beijing Institute of Technology , ,","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102207203","display_name":"Xiaorui Ma","orcid":"https://orcid.org/0009-0002-9572-7204"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaorui Ma","raw_affiliation_strings":["School of Design and Art, Beijing Institute of Technology , ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Design and Art, Beijing Institute of Technology , ,","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113374079","display_name":"Huaibo Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I55538621","display_name":"China Jiliang University","ror":"https://ror.org/05v1y0t93","country_code":"CN","type":"education","lineage":["https://openalex.org/I55538621"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huaibo Zhu","raw_affiliation_strings":["College of Modern Science and Technology, China Jiliang University , ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Modern Science and Technology, China Jiliang University , ,","institution_ids":["https://openalex.org/I55538621"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.1948,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.96915202,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"54","issue":"15","first_page":"7746","last_page":"7763"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12128","display_name":"AI in Service Interactions","score":0.9828000068664551,"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"}},"topics":[{"id":"https://openalex.org/T12128","display_name":"AI in Service Interactions","score":0.9828000068664551,"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/T11122","display_name":"Online Learning and Analytics","score":0.9805999994277954,"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/T13482","display_name":"Engineering Education and Technology","score":0.9789999723434448,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.7588685750961304},{"id":"https://openalex.org/keywords/factor","display_name":"Factor (programming language)","score":0.6254396438598633},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5348206162452698},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.5196355581283569},{"id":"https://openalex.org/keywords/cybernetics","display_name":"Cybernetics","score":0.48354411125183105},{"id":"https://openalex.org/keywords/engineering-management","display_name":"Engineering management","score":0.3558804988861084},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.3505542576313019},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.28454071283340454},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2554263472557068},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17674151062965393},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.08667540550231934}],"concepts":[{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.7588685750961304},{"id":"https://openalex.org/C2781039887","wikidata":"https://www.wikidata.org/wiki/Q1391724","display_name":"Factor (programming language)","level":2,"score":0.6254396438598633},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5348206162452698},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.5196355581283569},{"id":"https://openalex.org/C115286129","wikidata":"https://www.wikidata.org/wiki/Q123637","display_name":"Cybernetics","level":2,"score":0.48354411125183105},{"id":"https://openalex.org/C110354214","wikidata":"https://www.wikidata.org/wiki/Q6314146","display_name":"Engineering management","level":1,"score":0.3558804988861084},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.3505542576313019},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.28454071283340454},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2554263472557068},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17674151062965393},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.08667540550231934},{"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:10.1108/k-03-2024-0613","is_oa":false,"landing_page_url":"https://doi.org/10.1108/k-03-2024-0613","pdf_url":null,"source":{"id":"https://openalex.org/S168682784","display_name":"Kybernetes","issn_l":"0368-492X","issn":["0368-492X","1758-7883"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Kybernetes","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":49,"referenced_works":["https://openalex.org/W1984142299","https://openalex.org/W2046914708","https://openalex.org/W2105409910","https://openalex.org/W2141373701","https://openalex.org/W2154041354","https://openalex.org/W2214217453","https://openalex.org/W2365730180","https://openalex.org/W2472711191","https://openalex.org/W2767006437","https://openalex.org/W2767133715","https://openalex.org/W2891503716","https://openalex.org/W2939575949","https://openalex.org/W2950920612","https://openalex.org/W2969478303","https://openalex.org/W2977524947","https://openalex.org/W2979906316","https://openalex.org/W3034494316","https://openalex.org/W3034713566","https://openalex.org/W3038582255","https://openalex.org/W3166396011","https://openalex.org/W3167907778","https://openalex.org/W3183327282","https://openalex.org/W3198525581","https://openalex.org/W3202934271","https://openalex.org/W3209912268","https://openalex.org/W4214643205","https://openalex.org/W4283783607","https://openalex.org/W4310501111","https://openalex.org/W4311836272","https://openalex.org/W4321113589","https://openalex.org/W4323706279","https://openalex.org/W4366814640","https://openalex.org/W4367172365","https://openalex.org/W4376171074","https://openalex.org/W4380086832","https://openalex.org/W4381686884","https://openalex.org/W4382600585","https://openalex.org/W4384464487","https://openalex.org/W4385494594","https://openalex.org/W4385978293","https://openalex.org/W4386021815","https://openalex.org/W4386451276","https://openalex.org/W4387064043","https://openalex.org/W4388426465","https://openalex.org/W4388536662","https://openalex.org/W4388797980","https://openalex.org/W4390116441","https://openalex.org/W4391997465","https://openalex.org/W6636393681"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W226730667","https://openalex.org/W1992148920","https://openalex.org/W4387906327","https://openalex.org/W201323158","https://openalex.org/W2045833707","https://openalex.org/W2509670760","https://openalex.org/W1814369816","https://openalex.org/W4387906433","https://openalex.org/W2006997639"],"abstract_inverted_index":{"Purpose":[0],"The":[1,133,199,232],"maturity":[2],"of":[3,10,47,56,72,81,130,139,156,257,307,318,329,333,348],"artificial":[4],"intelligence":[5],"technology":[6],"and":[7,79,109,115,124,137,159,194,209,228,240,254,305],"the":[8,45,48,53,70,86,98,128,153,161,167,219,255,269,271,281,290,316,321,327,330,338,342,346],"emergence":[9],"AI-generated":[11],"content":[12,221],"(AIGC)":[13],"tools":[14,22,50,84,142,158,176,204,236,259,336],"have":[15,143,312],"endowed":[16],"college":[17,57,214,275,349],"students":[18,171,215,247,276],"with":[19],"a":[20,30,63,144,186,238],"human-AIGC":[21,49],"collaboration":[23,51,279],"learning":[24,37,54,87,168,179,187,197,244,272,339,343],"mode.":[25],"However,":[26],"there":[27],"is":[28,41,182,205],"still":[29],"great":[31],"controversy":[32],"about":[33,152],"its":[34],"impact":[35,46,317,328],"on":[36,52,85,148,223,234,243,263,268,301,315,320,341],"effect.":[38,169,245],"This":[39,90,324],"paper":[40,91,325],"aimed":[42],"at":[43],"investigating":[44],"effect":[55,147,242,344],"students.":[58,350],"Design/methodology/approach":[59],"In":[60],"this":[61],"paper,":[62],"hypothesized":[64],"model":[65],"was":[66,104],"constructed":[67],"to":[68,106,122,184,190,217,250,260,286],"investigate":[69],"effects":[71],"dependence,":[73],"usage":[74,134,154],"purpose,":[75,135],"trust":[76,200],"level,":[77],"frequency,":[78,136],"proficiency":[80,138],"using":[82,140,334],"AIGC":[83,141,157,175,203,235,258,282,319,335],"effect,":[88],"respectively.":[89],"distributed":[92],"questionnaires":[93],"through":[94],"random":[95],"sampling.":[96],"Then,":[97],"improved":[99],"Analytic":[100],"Hierarchy":[101],"Process":[102],"(AHP)":[103],"used":[105,121],"assign":[107],"weights":[108],"normalize":[110],"data.":[111],"Lastly,":[112],"one-way":[113],"ANOVA":[114],"multiple":[116],"linear":[117],"regression":[118],"analyses":[119],"were":[120],"measure":[123],"analyze":[125],"variables,":[126],"revealing":[127],"mechanism":[129],"influence.":[131],"Findings":[132],"significant":[145,241],"positive":[146],"learning.":[149],"Being":[150],"clear":[151],"purpose":[155],"matching":[160],"specific":[162],"study":[163],"tasks":[164],"will":[165],"enhance":[166],"College":[170,246],"should":[172],"organically":[173],"integrate":[174],"into":[177],"each":[178],"process,":[180],"which":[181],"conducive":[183],"building":[185],"flow":[188],"applicable":[189],"oneself,":[191],"improving":[192],"efficiency,":[193],"then":[195],"enhancing":[196],"effects.":[198],"level":[201],"in":[202,277,280,337],"significant,":[206],"but":[207],"positively":[208],"weakly":[210],"correlated,":[211],"indicating":[212],"that":[213],"need":[216],"screen":[218],"generated":[220],"based":[222],"their":[224],"knowledge":[225],"system":[226],"framework":[227],"view":[229],"it":[230],"dialectically.":[231],"dependence":[233],"has":[237],"negative":[239],"are":[248,284],"supposed":[249],"systematically":[251],"combine":[252],"self-reflection":[253],"use":[256],"avoid":[261],"overdependence":[262],"them.":[264],"Research":[265],"limitations/implications":[266],"Based":[267],"findings,":[270],"suggestions":[273],"for":[274,289],"human-machine":[278],"era":[283],"proposed":[285],"provide":[287],"ideas":[288],"future":[291],"information-based":[292],"education":[293,322],"system.":[294,323],"For":[295],"further":[296],"research,":[297],"scholars":[298],"can":[299],"expand":[300],"different":[302],"groups,":[303],"professions,":[304],"fields":[306],"study.":[308],"Originality/value":[309],"Previous":[310],"studies":[311],"focused":[313],"more":[314],"analyzed":[326],"various":[331],"factors":[332],"process":[340],"from":[345],"perspective":[347]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":3}],"updated_date":"2026-07-04T07:58:01.006859","created_date":"2025-10-10T00:00:00"}