{"id":"https://openalex.org/W4415256704","doi":"https://doi.org/10.1145/3757474","title":"Exploring the Evolvement of User Engagement in Online Creative Community under the Surge of Generative AI: A Case Study of DeviantArt","display_name":"Exploring the Evolvement of User Engagement in Online Creative Community under the Surge of Generative AI: A Case Study of DeviantArt","publication_year":2025,"publication_date":"2025-10-16","ids":{"openalex":"https://openalex.org/W4415256704","doi":"https://doi.org/10.1145/3757474"},"language":"en","primary_location":{"id":"doi:10.1145/3757474","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3757474","pdf_url":null,"source":{"id":"https://openalex.org/S4210183893","display_name":"Proceedings of the ACM on Human-Computer Interaction","issn_l":"2573-0142","issn":["2573-0142"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Human-Computer Interaction","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/A5039548811","display_name":"Qingyu Guo","orcid":"https://orcid.org/0000-0002-8509-3933"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Qingyu Guo","raw_affiliation_strings":["The Hong Kong University of Science and Technology, Hong Kong, China"],"raw_orcid":"https://orcid.org/0000-0002-8509-3933","affiliations":[{"raw_affiliation_string":"The Hong Kong University of Science and Technology, Hong Kong, China","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006911263","display_name":"Y. J. Zhang","orcid":"https://orcid.org/0000-0003-0716-6436"},"institutions":[{"id":"https://openalex.org/I57206974","display_name":"New York University","ror":"https://ror.org/0190ak572","country_code":"US","type":"education","lineage":["https://openalex.org/I57206974"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yuqi Zhang","raw_affiliation_strings":["New York University, New York, NY, USA"],"raw_orcid":"https://orcid.org/0000-0003-0716-6436","affiliations":[{"raw_affiliation_string":"New York University, New York, NY, USA","institution_ids":["https://openalex.org/I57206974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093096878","display_name":"Kangyu Yuan","orcid":"https://orcid.org/0009-0001-8460-9651"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Kangyu Yuan","raw_affiliation_strings":["The Hong Kong University of Science and Technology, Hong Kong, China"],"raw_orcid":"https://orcid.org/0009-0001-8460-9651","affiliations":[{"raw_affiliation_string":"The Hong Kong University of Science and Technology, Hong Kong, China","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075466643","display_name":"Changyang He","orcid":"https://orcid.org/0000-0001-6648-4456"},"institutions":[{"id":"https://openalex.org/I4210096592","display_name":"Max Planck Institute for Security and Privacy","ror":"https://ror.org/00bj0r217","country_code":"DE","type":"facility","lineage":["https://openalex.org/I149899117","https://openalex.org/I4210096592"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Changyang He","raw_affiliation_strings":["Max Planck Institute for Security and Privacy, Bochum, Germany"],"raw_orcid":"https://orcid.org/0000-0001-6648-4456","affiliations":[{"raw_affiliation_string":"Max Planck Institute for Security and Privacy, Bochum, Germany","institution_ids":["https://openalex.org/I4210096592"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081718999","display_name":"Zhenhui Peng","orcid":"https://orcid.org/0000-0002-5700-3136"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenhui Peng","raw_affiliation_strings":["Sun Yat-sen University, Zhuhai, China"],"raw_orcid":"https://orcid.org/0000-0002-5700-3136","affiliations":[{"raw_affiliation_string":"Sun Yat-sen University, Zhuhai, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026376235","display_name":"Xiaojuan Ma","orcid":"https://orcid.org/0000-0002-9847-7784"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Xiaojuan Ma","raw_affiliation_strings":["The Hong Kong University of Science and Technology, Hong Kong, China"],"raw_orcid":"https://orcid.org/0000-0002-9847-7784","affiliations":[{"raw_affiliation_string":"The Hong Kong University of Science and Technology, Hong Kong, China","institution_ids":["https://openalex.org/I200769079"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.35865199,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"9","issue":"7","first_page":"1","last_page":"35"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13003","display_name":"Regional Development and Environment","score":0.9659000039100647,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/T13003","display_name":"Regional Development and Environment","score":0.9659000039100647,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/T13444","display_name":"Medical Research and Treatments","score":0.9621999859809875,"subfield":{"id":"https://openalex.org/subfields/2707","display_name":"Complementary and alternative medicine"},"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/T13910","display_name":"Computational and Text Analysis Methods","score":0.9193999767303467,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.570900022983551},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5652999877929688},{"id":"https://openalex.org/keywords/online-community","display_name":"Online community","score":0.4684000015258789},{"id":"https://openalex.org/keywords/upload","display_name":"Upload","score":0.4602999985218048},{"id":"https://openalex.org/keywords/peer-production","display_name":"Peer production","score":0.43700000643730164},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.43140000104904175},{"id":"https://openalex.org/keywords/promotion","display_name":"Promotion (chess)","score":0.4174000024795532},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.4147000014781952},{"id":"https://openalex.org/keywords/creativity","display_name":"Creativity","score":0.40540000796318054}],"concepts":[{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.570900022983551},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5652999877929688},{"id":"https://openalex.org/C2778165684","wikidata":"https://www.wikidata.org/wiki/Q6576792","display_name":"Online community","level":2,"score":0.4684000015258789},{"id":"https://openalex.org/C71901391","wikidata":"https://www.wikidata.org/wiki/Q7126699","display_name":"Upload","level":2,"score":0.4602999985218048},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.4426000118255615},{"id":"https://openalex.org/C2779507501","wikidata":"https://www.wikidata.org/wiki/Q797769","display_name":"Peer production","level":2,"score":0.43700000643730164},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.43140000104904175},{"id":"https://openalex.org/C98147612","wikidata":"https://www.wikidata.org/wiki/Q215599","display_name":"Promotion (chess)","level":3,"score":0.4174000024795532},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.4147000014781952},{"id":"https://openalex.org/C11012388","wikidata":"https://www.wikidata.org/wiki/Q170658","display_name":"Creativity","level":2,"score":0.40540000796318054},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3714999854564667},{"id":"https://openalex.org/C101293273","wikidata":"https://www.wikidata.org/wiki/Q579716","display_name":"User-generated content","level":3,"score":0.3709999918937683},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.34880000352859497},{"id":"https://openalex.org/C2779942219","wikidata":"https://www.wikidata.org/wiki/Q7451000","display_name":"Sense of community","level":2,"score":0.3456000089645386},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.3400999903678894},{"id":"https://openalex.org/C2776193868","wikidata":"https://www.wikidata.org/wiki/Q5154950","display_name":"Community engagement","level":2,"score":0.3319000005722046},{"id":"https://openalex.org/C158600405","wikidata":"https://www.wikidata.org/wiki/Q5054566","display_name":"Causal inference","level":2,"score":0.3181999921798706},{"id":"https://openalex.org/C39549134","wikidata":"https://www.wikidata.org/wiki/Q133080","display_name":"Public relations","level":1,"score":0.3172999918460846},{"id":"https://openalex.org/C539944628","wikidata":"https://www.wikidata.org/wiki/Q5154924","display_name":"Community building","level":2,"score":0.3151000142097473},{"id":"https://openalex.org/C2984870255","wikidata":"https://www.wikidata.org/wiki/Q5196451","display_name":"User engagement","level":2,"score":0.3025999963283539},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.30000001192092896},{"id":"https://openalex.org/C201025465","wikidata":"https://www.wikidata.org/wiki/Q11248500","display_name":"User experience design","level":2,"score":0.2838999927043915},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.28220000863075256},{"id":"https://openalex.org/C2779812341","wikidata":"https://www.wikidata.org/wiki/Q5891525","display_name":"Homophily","level":2,"score":0.2800999879837036},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.27390000224113464},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2736000120639801},{"id":"https://openalex.org/C2777808570","wikidata":"https://www.wikidata.org/wiki/Q967853","display_name":"Massive open online course","level":2,"score":0.27079999446868896},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.26759999990463257},{"id":"https://openalex.org/C2780729185","wikidata":"https://www.wikidata.org/wiki/Q3532389","display_name":"Participatory culture","level":2,"score":0.26669999957084656},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.25859999656677246},{"id":"https://openalex.org/C171686336","wikidata":"https://www.wikidata.org/wiki/Q3532085","display_name":"Topic model","level":2,"score":0.25519999861717224}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3757474","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3757474","pdf_url":null,"source":{"id":"https://openalex.org/S4210183893","display_name":"Proceedings of the ACM on Human-Computer Interaction","issn_l":"2573-0142","issn":["2573-0142"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Human-Computer Interaction","raw_type":"journal-article"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-138606","is_oa":false,"landing_page_url":"http://repository.hkust.edu.hk/ir/Record/1783.1-138606","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":65,"referenced_works":["https://openalex.org/W1511502075","https://openalex.org/W1980160356","https://openalex.org/W1996290308","https://openalex.org/W2006407062","https://openalex.org/W2078639378","https://openalex.org/W2080688008","https://openalex.org/W2099813784","https://openalex.org/W2108598243","https://openalex.org/W2147781035","https://openalex.org/W2194775991","https://openalex.org/W2262972580","https://openalex.org/W2554376651","https://openalex.org/W2581984534","https://openalex.org/W2593290760","https://openalex.org/W2610398008","https://openalex.org/W2887782043","https://openalex.org/W2909693411","https://openalex.org/W3007419529","https://openalex.org/W3031000691","https://openalex.org/W3040472729","https://openalex.org/W3046418924","https://openalex.org/W3100355250","https://openalex.org/W3104186312","https://openalex.org/W3121596465","https://openalex.org/W3160639803","https://openalex.org/W3173986481","https://openalex.org/W3205169765","https://openalex.org/W3205351373","https://openalex.org/W4221154202","https://openalex.org/W4225012671","https://openalex.org/W4225122391","https://openalex.org/W4239868898","https://openalex.org/W4251859756","https://openalex.org/W4283170666","https://openalex.org/W4292808934","https://openalex.org/W4307475428","https://openalex.org/W4366548479","https://openalex.org/W4366549427","https://openalex.org/W4372055459","https://openalex.org/W4377010286","https://openalex.org/W4378373753","https://openalex.org/W4380319827","https://openalex.org/W4380322001","https://openalex.org/W4381104252","https://openalex.org/W4383213578","https://openalex.org/W4384154918","https://openalex.org/W4385570198","https://openalex.org/W4386242492","https://openalex.org/W4387835442","https://openalex.org/W4388286322","https://openalex.org/W4389518721","https://openalex.org/W4390903868","https://openalex.org/W4392619076","https://openalex.org/W4392737179","https://openalex.org/W4396674231","https://openalex.org/W4396758529","https://openalex.org/W4396832629","https://openalex.org/W4396832644","https://openalex.org/W4396833133","https://openalex.org/W4399205394","https://openalex.org/W4399917684","https://openalex.org/W4403433364","https://openalex.org/W4403792529","https://openalex.org/W4409735071","https://openalex.org/W4411147025"],"related_works":[],"abstract_inverted_index":{"The":[0,18],"rise":[1],"of":[2,38,47,88,99,129,132,149,173,183],"AI-generated":[3,140,160],"content":[4,148],"(AIGC)":[5],"is":[6],"transforming":[7],"online":[8],"creative":[9,76],"communities":[10],"(OCCs)":[11],"and":[12,30,67,92,109,121,157,224],"posing":[13],"challenges":[14],"to":[15,105,125,213],"their":[16,68],"regulation.":[17,59],"interacting":[19],"behaviors,":[20],"such":[21],"as":[22,185,217],"sharing":[23],"artworks":[24,141,161,179],"with":[25,180,189],"descriptions,":[26],"commenting":[27,93],"on":[28,49,94,134,146,164],"creations,":[29],"creators'":[31],"subsequent":[32],"replying":[33],"are":[34,103,210],"the":[35,45,50,107,127,130,147,171,181,202],"essential":[36],"components":[37],"user":[39,52,135],"engagement":[40,53],"in":[41,90],"these":[42,215],"communities.":[43],"Understanding":[44],"influence":[46],"AIGC":[48,133,184,218],"evolving":[51],"could":[54],"be":[55],"helpful":[56],"for":[57,177,193,197,205,227],"community":[58,77,208],"In":[60],"this":[61],"work,":[62],"we":[63,84,221],"collect":[64],"235K":[65],"posts":[66,108],"associated":[69],"255K":[70],"comments":[71,188],"from":[72],"DeviantArt,":[73],"a":[74,143],"large":[75],"allowing":[78],"uploading":[79],"AIGC.":[80],"Through":[81],"open":[82],"coding,":[83],"identify":[85],"five":[86],"categories":[87],"practices":[89],"describing":[91],"artworks,":[95,207],"respectively.":[96],"A":[97],"set":[98],"deep":[100],"learning":[101],"models":[102],"applied":[104],"classify":[106],"comments.":[110],"We":[111],"then":[112],"combine":[113],"time":[114],"series":[115],"regression":[116,123],"analysis,":[117,120,124],"causal":[118],"inference":[119],"logistic":[122],"examine":[126],"impact":[128],"surge":[131],"engagement.":[136],"Results":[137],"suggest":[138],"that":[139],"show":[142],"decreasing":[144],"emphasis":[145],"creations":[150],"but":[151],"an":[152],"increasing":[153],"trend":[154],"toward":[155],"commercial":[156],"promotion":[158],"purposes.":[159],"emphasize":[162],"less":[163,211],"IP":[165,174],"issues":[166,175],"than":[167],"human-created":[168,178,206],"ones,":[169],"while":[170],"awareness":[172],"drops":[176],"growth":[182],"well.":[186],"Although":[187],"high":[190],"sentiment":[191],"valence,":[192],"peer":[194],"bonding":[195],"or":[196],"requesting":[198],"usage":[199],"positively":[200],"predict":[201],"reply":[203],"behavior":[204],"members":[209],"likely":[212],"maintain":[214],"interactions":[216],"rises.":[219],"Finally,":[220],"discuss":[222],"insights":[223],"design":[225],"implications":[226],"OCCs.":[228]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-17T00:00:00"}
