{"id":"https://openalex.org/W4391850264","doi":"https://doi.org/10.1016/j.dim.2024.100066","title":"Generative AI: A systematic review using topic modelling techniques","display_name":"Generative AI: A systematic review using topic modelling techniques","publication_year":2024,"publication_date":"2024-02-15","ids":{"openalex":"https://openalex.org/W4391850264","doi":"https://doi.org/10.1016/j.dim.2024.100066"},"language":"en","primary_location":{"id":"doi:10.1016/j.dim.2024.100066","doi":"https://doi.org/10.1016/j.dim.2024.100066","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.dim.2024.100066","pdf_url":null,"source":{"id":"https://openalex.org/S4210174804","display_name":"Data and Information Management","issn_l":"2543-9251","issn":["2543-9251"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310313990","host_organization_name":"De Gruyter","host_organization_lineage":["https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data and Information Management","raw_type":"journal-article"},"volume":null,"type":"review","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1016/j.dim.2024.100066","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101532207","display_name":"Priyanka Gupta","orcid":"https://orcid.org/0000-0002-9732-345X","observed_orcids":["https://orcid.org/0000-0002-9732-345X"]},"institutions":[{"id":"https://openalex.org/I8696757","display_name":"Singapore University of Social Sciences","ror":"https://ror.org/01s57k749","country_code":"SG","type":"education","lineage":["https://openalex.org/I8696757"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Priyanka Gupta","raw_affiliation_strings":["School of Business, Singapore University of Social Sciences, Clementi Road, 599494, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Business, Singapore University of Social Sciences, Clementi Road, 599494, Singapore","institution_ids":["https://openalex.org/I8696757"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015941893","display_name":"Bosheng Ding","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Bosheng Ding","raw_affiliation_strings":["Nanyang Technological University, Nanyang Avenue, 639798, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Nanyang Avenue, 639798, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050422420","display_name":"Chong Guan","orcid":"https://orcid.org/0000-0002-7827-1498","observed_orcids":["https://orcid.org/0000-0002-7827-1498"]},"institutions":[{"id":"https://openalex.org/I8696757","display_name":"Singapore University of Social Sciences","ror":"https://ror.org/01s57k749","country_code":"SG","type":"education","lineage":["https://openalex.org/I8696757"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"Chong Guan","raw_affiliation_strings":["Centre for Continuing and Professional Education, Singapore University of Social Sciences, Clementi Road, 599494, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-7827-1498","affiliations":[{"raw_affiliation_string":"Centre for Continuing and Professional Education, Singapore University of Social Sciences, Clementi Road, 599494, Singapore","institution_ids":["https://openalex.org/I8696757"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100352100","display_name":"Ding Ding","orcid":"https://orcid.org/0000-0002-1038-7558","observed_orcids":["https://orcid.org/0000-0002-1038-7558","https://orcid.org/0000-0001-9253-3303"]},"institutions":[{"id":"https://openalex.org/I8696757","display_name":"Singapore University of Social Sciences","ror":"https://ror.org/01s57k749","country_code":"SG","type":"education","lineage":["https://openalex.org/I8696757"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Ding Ding","raw_affiliation_strings":["School of Business, Singapore University of Social Sciences, Clementi Road, 599494, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-1038-7558","affiliations":[{"raw_affiliation_string":"School of Business, Singapore University of Social Sciences, Clementi Road, 599494, Singapore","institution_ids":["https://openalex.org/I8696757"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5050422420"],"corresponding_institution_ids":["https://openalex.org/I8696757"],"apc_list":{"value":1350,"currency":"USD","value_usd":1350},"apc_paid":{"value":1350,"currency":"USD","value_usd":1350},"fwci":7.1777,"has_fulltext":false,"cited_by_count":300,"citation_normalized_percentile":{"value":0.9807074,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"8","issue":"2","first_page":"100066","last_page":"100066"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13904","display_name":"Artificial Intelligence Applications","score":0.4584999978542328,"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/T13904","display_name":"Artificial Intelligence Applications","score":0.4584999978542328,"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/T10028","display_name":"Topic Modeling","score":0.4083999991416931,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.030799999833106995,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/generative-ai","display_name":"generative AI","score":0.9900000095367432},{"id":"https://openalex.org/keywords/research-trends","display_name":"research trends","score":0.7749999761581421},{"id":"https://openalex.org/keywords/topic-modeling","display_name":"topic modeling","score":0.6140000224113464},{"id":"https://openalex.org/keywords/image-processing","display_name":"image processing","score":0.6150000095367432},{"id":"https://openalex.org/keywords/content-creation","display_name":"content creation","score":0.9860000014305115},{"id":"https://openalex.org/keywords/data-privacy-and-security","display_name":"data privacy and security","score":0.9179999828338623},{"id":"https://openalex.org/keywords/explainability","display_name":"explainability","score":0.8059999942779541},{"id":"https://openalex.org/keywords/robustness","display_name":"robustness","score":0.9539999961853027},{"id":"https://openalex.org/keywords/cross-modal-generation","display_name":"cross-modal generation","score":0.7440000176429749},{"id":"https://openalex.org/keywords/responsible-use-of-ai","display_name":"responsible AI use","score":0.7689999938011169}],"concepts":[{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.7667126655578613},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6052653193473816},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.571959912776947},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5346654057502747},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.508396327495575},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.4769496023654938},{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.456043541431427},{"id":"https://openalex.org/C171686336","wikidata":"https://www.wikidata.org/wiki/Q3532085","display_name":"Topic model","level":2,"score":0.4389430284500122},{"id":"https://openalex.org/C83867959","wikidata":"https://www.wikidata.org/wiki/Q371467","display_name":"Scopus","level":3,"score":0.4343024492263794},{"id":"https://openalex.org/C500882744","wikidata":"https://www.wikidata.org/wiki/Q269236","display_name":"Latent Dirichlet allocation","level":3,"score":0.42317843437194824},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40588584542274475},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.09766855835914612},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/j.dim.2024.100066","doi":"https://doi.org/10.1016/j.dim.2024.100066","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.dim.2024.100066","pdf_url":null,"source":{"id":"https://openalex.org/S4210174804","display_name":"Data and Information Management","issn_l":"2543-9251","issn":["2543-9251"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310313990","host_organization_name":"De Gruyter","host_organization_lineage":["https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data and Information Management","raw_type":"journal-article"},{"id":"pmh:oai:dr.ntu.edu.sg:10356/178610","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/10356/178610","pdf_url":null,"source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.1016/j.dim.2024.100066","doi":"https://doi.org/10.1016/j.dim.2024.100066","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.dim.2024.100066","pdf_url":null,"source":{"id":"https://openalex.org/S4210174804","display_name":"Data and Information Management","issn_l":"2543-9251","issn":["2543-9251"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310313990","host_organization_name":"De Gruyter","host_organization_lineage":["https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data and Information Management","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[{"display_name":"Systematic Review","id":"https://openalex.org/study-designs/systematic-review"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":140,"referenced_works":["https://openalex.org/W810042281","https://openalex.org/W1528620860","https://openalex.org/W1880262756","https://openalex.org/W1965746216","https://openalex.org/W1975147762","https://openalex.org/W1984938651","https://openalex.org/W2007200746","https://openalex.org/W2031738616","https://openalex.org/W2034327346","https://openalex.org/W2039509869","https://openalex.org/W2042184006","https://openalex.org/W2063569379","https://openalex.org/W2107766840","https://openalex.org/W2114508388","https://openalex.org/W2151373442","https://openalex.org/W2166550586","https://openalex.org/W2187089797","https://openalex.org/W2295124130","https://openalex.org/W2301363727","https://openalex.org/W2403423899","https://openalex.org/W2485614840","https://openalex.org/W2529996553","https://openalex.org/W2530417694","https://openalex.org/W2561132637","https://openalex.org/W2561283532","https://openalex.org/W2578240541","https://openalex.org/W2586702902","https://openalex.org/W2601243251","https://openalex.org/W2613044934","https://openalex.org/W2774510177","https://openalex.org/W2786672974","https://openalex.org/W2790230453","https://openalex.org/W2796755741","https://openalex.org/W2804077931","https://openalex.org/W2896457183","https://openalex.org/W2899856450","https://openalex.org/W2903797318","https://openalex.org/W2904696084","https://openalex.org/W2909347410","https://openalex.org/W2910830436","https://openalex.org/W2911412425","https://openalex.org/W2912213068","https://openalex.org/W2921832018","https://openalex.org/W2932329902","https://openalex.org/W2946193510","https://openalex.org/W2949986955","https://openalex.org/W2968584812","https://openalex.org/W2998198084","https://openalex.org/W2998571806","https://openalex.org/W3007279825","https://openalex.org/W3009471069","https://openalex.org/W3015202090","https://openalex.org/W3019200173","https://openalex.org/W3035616549","https://openalex.org/W3037216450","https://openalex.org/W3080951367","https://openalex.org/W3082653114","https://openalex.org/W3096831136","https://openalex.org/W3123335212","https://openalex.org/W3124839405","https://openalex.org/W3128384299","https://openalex.org/W3133735347","https://openalex.org/W3136060305","https://openalex.org/W3154473905","https://openalex.org/W3173716082","https://openalex.org/W3189817034","https://openalex.org/W3192427360","https://openalex.org/W3195161349","https://openalex.org/W3195333045","https://openalex.org/W3197551192","https://openalex.org/W3210314098","https://openalex.org/W3215047541","https://openalex.org/W4200053273","https://openalex.org/W4214894326","https://openalex.org/W4214949059","https://openalex.org/W4220883012","https://openalex.org/W4221142221","https://openalex.org/W4225567780","https://openalex.org/W4230673019","https://openalex.org/W4235799302","https://openalex.org/W4236521339","https://openalex.org/W4249067296","https://openalex.org/W4253763531","https://openalex.org/W4280492102","https://openalex.org/W4283716065","https://openalex.org/W4285121936","https://openalex.org/W4286250570","https://openalex.org/W4309852220","https://openalex.org/W4312051216","https://openalex.org/W4312199077","https://openalex.org/W4312314749","https://openalex.org/W4315746341","https://openalex.org/W4319662928","https://openalex.org/W4320854854","https://openalex.org/W4321203765","https://openalex.org/W4321377970","https://openalex.org/W4321648656","https://openalex.org/W4322626329","https://openalex.org/W4323314501","https://openalex.org/W4323655724","https://openalex.org/W4324091710","https://openalex.org/W4327946446","https://openalex.org/W4360620450","https://openalex.org/W4362576013","https://openalex.org/W4366498198","https://openalex.org/W4372291590","https://openalex.org/W4378448767","https://openalex.org/W4378603221","https://openalex.org/W4379410101","https://openalex.org/W4379416244","https://openalex.org/W4379651111","https://openalex.org/W4380360954","https://openalex.org/W4380769213","https://openalex.org/W4381325222","https://openalex.org/W4381797923","https://openalex.org/W4382652828","https://openalex.org/W4383498485","https://openalex.org/W4384297352","https://openalex.org/W4385070262","https://openalex.org/W4385146828","https://openalex.org/W4385223296","https://openalex.org/W4385489517","https://openalex.org/W4385892286","https://openalex.org/W4386072877","https://openalex.org/W4386251129","https://openalex.org/W4386524722","https://openalex.org/W4386711999","https://openalex.org/W4386845850","https://openalex.org/W4386858959","https://openalex.org/W4387356888","https://openalex.org/W4387772689","https://openalex.org/W4387806812","https://openalex.org/W4388116325","https://openalex.org/W4388306673","https://openalex.org/W4391215636","https://openalex.org/W4393376341","https://openalex.org/W4396870811","https://openalex.org/W4403359788","https://openalex.org/W6682951330","https://openalex.org/W6931523454"],"related_works":["https://openalex.org/W4414602338","https://openalex.org/W4401906088","https://openalex.org/W7083468561","https://openalex.org/W7223311792","https://openalex.org/W4406056091","https://openalex.org/W4415952415","https://openalex.org/W4407736557","https://openalex.org/W7168776333","https://openalex.org/W7154731530","https://openalex.org/W4405655812"],"abstract_inverted_index":{"Generative":[0,101],"artificial":[1],"intelligence":[2],"(GAI)":[3],"is":[4,27],"a":[5,10,18,30,45],"rapidly":[6],"growing":[7],"field":[8],"with":[9],"wide":[11],"range":[12],"of":[13,21,33,47,76,112,118,141,157,161,171],"applications.":[14,106],"In":[15],"this":[16],"paper,":[17],"thorough":[19],"examination":[20],"the":[22,34,40,110,113,119,139,155,159],"research":[23,134],"landscape":[24],"in":[25,78,124,135,138,166],"GAI":[26,79,125,167],"presented,":[28],"encompassing":[29],"comprehensive":[31],"overview":[32],"prevailing":[35],"themes":[36],"and":[37,57,66,83,94,98,100,115,122,145,148,164,168],"topics":[38,77],"within":[39],"field.":[41],"The":[42,70,107,127,151],"study":[43],"analyzes":[44],"corpus":[46],"1319":[48],"records":[49],"from":[50,53],"Scopus":[51],"spanning":[52],"1985":[54],"to":[55],"2023":[56],"comprises":[58],"journal":[59],"articles,":[60],"books,":[61],"book":[62],"chapters,":[63],"conference":[64],"papers,":[65],"selected":[67],"working":[68],"papers.":[69],"analysis":[71,114],"revealed":[72],"seven":[73],"distinct":[74],"clusters":[75],"research:":[80],"image":[81],"processing":[82],"content":[84,86],"analysis,":[85],"generation,":[87,147],"emerging":[88],"use":[89,170],"cases,":[90],"engineering,":[91],"cognitive":[92],"inference":[93],"planning,":[95],"data":[96,162],"privacy":[97,163],"security,":[99],"Pre-Trained":[102],"Transformer":[103],"(GPT)":[104],"academic":[105],"paper":[108,128,152],"discusses":[109],"findings":[111],"identifies":[116],"some":[117],"key":[120],"challenges":[121,160],"opportunities":[123],"research.":[126],"concludes":[129],"by":[130],"calling":[131],"for":[132],"further":[133],"GAI,":[136],"particularly":[137],"areas":[140],"explainability,":[142],"robustness,":[143],"cross-modal":[144],"multi-modal":[146],"interactive":[149],"co-creation.":[150],"also":[153],"highlights":[154],"importance":[156],"addressing":[158],"security":[165],"responsible":[169],"GAI.":[172]},"counts_by_year":[{"year":2026,"cited_by_count":88},{"year":2025,"cited_by_count":160},{"year":2024,"cited_by_count":52}],"updated_date":"2026-11-11T12:16:26.678958","created_date":"2024-02-16T00:00:00"}