{"id":"https://openalex.org/W7125476753","doi":"https://doi.org/10.3390/systems14010116","title":"Public Perceptions of Generative AI in Creative Industries: A Reddit-Based Text Mining Study","display_name":"Public Perceptions of Generative AI in Creative Industries: A Reddit-Based Text Mining Study","publication_year":2026,"publication_date":"2026-01-22","ids":{"openalex":"https://openalex.org/W7125476753","doi":"https://doi.org/10.3390/systems14010116"},"language":"en","primary_location":{"id":"doi:10.3390/systems14010116","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems14010116","pdf_url":"https://www.mdpi.com/2079-8954/14/1/116/pdf","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2079-8954/14/1/116/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5123632917","display_name":"Mitja Bervar","orcid":null},"institutions":[{"id":"https://openalex.org/I118905719","display_name":"University of Primorska","ror":"https://ror.org/05xefg082","country_code":"SI","type":"education","lineage":["https://openalex.org/I118905719"]}],"countries":["SI"],"is_corresponding":true,"raw_author_name":"Mitja Bervar","raw_affiliation_strings":["Faculty of Management, University of Primorska, 6000 Koper, Slovenia"],"raw_orcid":"https://orcid.org/0009-0009-3482-5995","affiliations":[{"raw_affiliation_string":"Faculty of Management, University of Primorska, 6000 Koper, Slovenia","institution_ids":["https://openalex.org/I118905719"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121108635","display_name":"Mirjana Peji\u0107 Bach","orcid":null},"institutions":[{"id":"https://openalex.org/I181343428","display_name":"University of Zagreb","ror":"https://ror.org/00mv6sv71","country_code":"HR","type":"education","lineage":["https://openalex.org/I181343428"]},{"id":"https://openalex.org/I4210153903","display_name":"Faculty of Commercial and Business Sciences","ror":"https://ror.org/044b9hy83","country_code":"SI","type":"education","lineage":["https://openalex.org/I4210153903"]},{"id":"https://openalex.org/I70428823","display_name":"IEDC-Bled School of Management","ror":"https://ror.org/02qnwnc62","country_code":"SI","type":"education","lineage":["https://openalex.org/I70428823"]}],"countries":["HR","SI"],"is_corresponding":false,"raw_author_name":"Mirjana Peji\u0107 Bach","raw_affiliation_strings":["Faculty of Commercial and Business Sciences, Lava 7, 3000 Celje, Slovenia","Faculty of Economics and Business, University of Zagreb, 10000 Zagreb, Croatia","IEDC Bled School of Management, Pre\u0161ernova Street 33, 4260 Bled, Slovenia"],"raw_orcid":"https://orcid.org/0000-0003-3899-6707","affiliations":[{"raw_affiliation_string":"Faculty of Commercial and Business Sciences, Lava 7, 3000 Celje, Slovenia","institution_ids":["https://openalex.org/I4210153903"]},{"raw_affiliation_string":"Faculty of Economics and Business, University of Zagreb, 10000 Zagreb, Croatia","institution_ids":["https://openalex.org/I181343428"]},{"raw_affiliation_string":"IEDC Bled School of Management, Pre\u0161ernova Street 33, 4260 Bled, Slovenia","institution_ids":["https://openalex.org/I70428823"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000888437","display_name":"Tine Bertoncel","orcid":"https://orcid.org/0000-0003-1031-0611"},"institutions":[{"id":"https://openalex.org/I118905719","display_name":"University of Primorska","ror":"https://ror.org/05xefg082","country_code":"SI","type":"education","lineage":["https://openalex.org/I118905719"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Tine Bertoncel","raw_affiliation_strings":["Faculty of Management, University of Primorska, 6000 Koper, Slovenia"],"raw_orcid":"https://orcid.org/0000-0003-1031-0611","affiliations":[{"raw_affiliation_string":"Faculty of Management, University of Primorska, 6000 Koper, Slovenia","institution_ids":["https://openalex.org/I118905719"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5123632917"],"corresponding_institution_ids":["https://openalex.org/I118905719"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.12930424,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"14","issue":"1","first_page":"116","last_page":"116"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.15219999849796295,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"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/T10883","display_name":"Ethics and Social Impacts of AI","score":0.15219999849796295,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.14000000059604645,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/T12128","display_name":"AI in Service Interactions","score":0.0925000011920929,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.7949000000953674},{"id":"https://openalex.org/keywords/narrative","display_name":"Narrative","score":0.5673999786376953},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5085999965667725},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.4652999937534332},{"id":"https://openalex.org/keywords/topic-model","display_name":"Topic model","score":0.4503999948501587},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.43529999256134033},{"id":"https://openalex.org/keywords/thematic-analysis","display_name":"Thematic analysis","score":0.4090000092983246},{"id":"https://openalex.org/keywords/thematic-structure","display_name":"Thematic structure","score":0.3463999927043915}],"concepts":[{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.7949000000953674},{"id":"https://openalex.org/C199033989","wikidata":"https://www.wikidata.org/wiki/Q1318295","display_name":"Narrative","level":2,"score":0.5673999786376953},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5085999965667725},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.46720001101493835},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.4652999937534332},{"id":"https://openalex.org/C171686336","wikidata":"https://www.wikidata.org/wiki/Q3532085","display_name":"Topic model","level":2,"score":0.4503999948501587},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.444599986076355},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.43529999256134033},{"id":"https://openalex.org/C74196892","wikidata":"https://www.wikidata.org/wiki/Q7781188","display_name":"Thematic analysis","level":3,"score":0.4090000092983246},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35280001163482666},{"id":"https://openalex.org/C2778109090","wikidata":"https://www.wikidata.org/wiki/Q7781195","display_name":"Thematic structure","level":2,"score":0.3463999927043915},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.34060001373291016},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.2996000051498413},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.2969000041484833},{"id":"https://openalex.org/C2992826032","wikidata":"https://www.wikidata.org/wiki/Q17945","display_name":"Public discourse","level":3,"score":0.29670000076293945},{"id":"https://openalex.org/C84389358","wikidata":"https://www.wikidata.org/wiki/Q1129466","display_name":"Discourse analysis","level":2,"score":0.2955000102519989},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.2912999987602234},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.29089999198913574},{"id":"https://openalex.org/C108170787","wikidata":"https://www.wikidata.org/wiki/Q3951828","display_name":"Agency (philosophy)","level":2,"score":0.2847000062465668},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.28279998898506165},{"id":"https://openalex.org/C2776182711","wikidata":"https://www.wikidata.org/wiki/Q969040","display_name":"Creative industries","level":2,"score":0.26570001244544983},{"id":"https://openalex.org/C2776445246","wikidata":"https://www.wikidata.org/wiki/Q1792644","display_name":"Style (visual arts)","level":2,"score":0.2644999921321869},{"id":"https://openalex.org/C93692415","wikidata":"https://www.wikidata.org/wiki/Q1502030","display_name":"Thematic map","level":2,"score":0.2599000036716461},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.25940001010894775},{"id":"https://openalex.org/C190248442","wikidata":"https://www.wikidata.org/wiki/Q839486","display_name":"Qualitative research","level":2,"score":0.2578999996185303}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/systems14010116","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems14010116","pdf_url":"https://www.mdpi.com/2079-8954/14/1/116/pdf","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},{"id":"pmh:oai:repozitorij.upr.si:IzpisGradiva.php?id=22659","is_oa":true,"landing_page_url":"https://repozitorij.upr.si/IzpisGradiva.php?id=22659","pdf_url":null,"source":{"id":"https://openalex.org/S4377196486","display_name":"Repository of the University of Primorsk (University of Primorska)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I118905719","host_organization_name":"University of Primorska","host_organization_lineage":["https://openalex.org/I118905719"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ISSN: 2079-8954","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:doaj.org/article:5771bd24dbfb45afa493350ae82a8c6c","is_oa":true,"landing_page_url":"https://doaj.org/article/5771bd24dbfb45afa493350ae82a8c6c","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Systems, Vol 14, Iss 1, p 116 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/systems14010116","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems14010116","pdf_url":"https://www.mdpi.com/2079-8954/14/1/116/pdf","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6338372230529785,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7125476753.pdf","grobid_xml":"https://content.openalex.org/works/W7125476753.grobid-xml"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W2009410854","https://openalex.org/W2462290672","https://openalex.org/W2475287302","https://openalex.org/W2796755741","https://openalex.org/W2981124546","https://openalex.org/W2995678499","https://openalex.org/W3034713566","https://openalex.org/W3044960932","https://openalex.org/W3112976900","https://openalex.org/W3123387792","https://openalex.org/W3148572003","https://openalex.org/W3164703871","https://openalex.org/W3166769082","https://openalex.org/W4205423118","https://openalex.org/W4205725149","https://openalex.org/W4210488963","https://openalex.org/W4220736755","https://openalex.org/W4362558555","https://openalex.org/W4378574522","https://openalex.org/W4383501043","https://openalex.org/W4386375719","https://openalex.org/W4391543675","https://openalex.org/W4396832390","https://openalex.org/W4399176345","https://openalex.org/W4399722036","https://openalex.org/W4403212399","https://openalex.org/W4405908042","https://openalex.org/W4407591508","https://openalex.org/W4411120792"],"related_works":[],"abstract_inverted_index":{"The":[0,122],"integration":[1],"of":[2,52,73,137,144,157],"generative":[3,43,130],"AI":[4,44,89,131],"into":[5],"creative":[6,46,148,162],"industries":[7,163],"is":[8,12,164],"reshaping":[9],"how":[10,158],"content":[11],"produced,":[13],"evaluated,":[14],"and":[15,25,34,57,78,85,94,107,119,147,171],"distributed.":[16],"While":[17],"recent":[18],"advancements":[19],"offer":[20],"new":[21],"opportunities":[22],"for":[23],"automation":[24],"innovation,":[26],"they":[27],"also":[28],"raise":[29],"questions":[30],"about":[31],"authorship,":[32],"authenticity,":[33],"professional":[35],"identity.":[36],"This":[37,150],"study":[38,151],"examines":[39],"public":[40,167],"discourse":[41],"on":[42,60,116],"in":[45,161],"domains":[47],"through":[48],"a":[49,112,135,142,154],"text-mining":[50],"analysis":[51],"nearly":[53],"4000":[54],"Reddit":[55,126],"posts":[56],"comments.":[58],"Drawing":[59],"six":[61],"relevant":[62],"subreddits":[63],"from":[64],"2022":[65],"to":[66,88,153],"2025,":[67],"the":[68,71],"research":[69],"investigates":[70],"structure":[72],"user":[74],"engagement,":[75],"interaction":[76],"dynamics,":[77],"language":[79],"patterns.":[80],"It":[81],"identifies":[82],"dominant":[83],"terms":[84],"phrases":[86],"related":[87],"creativity,":[90],"explores":[91],"thematic":[92],"clusters,":[93],"compares":[95],"discussion":[96],"styles":[97],"across":[98],"key":[99],"tools":[100,139],"such":[101],"as":[102,134,141],"Midjourney,":[103],"ChatGPT,":[104],"Stable":[105],"Diffusion,":[106],"DALL\u00b7E.":[108],"Additionally,":[109],"it":[110],"provides":[111],"sentiment":[113],"overview":[114],"based":[115],"automated":[117],"classification":[118],"narrative":[120],"interpretation.":[121],"findings":[123],"show":[124],"that":[125],"users":[127],"engage":[128],"with":[129],"not":[132],"only":[133],"set":[136],"technical":[138],"but":[140],"source":[143],"cultural,":[145],"ethical,":[146],"negotiation.":[149],"contributes":[152],"deeper":[155],"understanding":[156],"digital":[159],"transformation":[160],"shaped":[165],"by":[166],"perception,":[168],"platform":[169],"discourse,":[170],"evolving":[172],"community":[173],"norms.":[174]},"counts_by_year":[],"updated_date":"2026-03-12T06:13:28.667946","created_date":"2026-01-24T00:00:00"}