{"id":"https://openalex.org/W7154607400","doi":"https://doi.org/10.1155/cplx/1791214","title":"Sustainable Dissemination of Digital Music Artworks on TikTok: A Social Media Analysis","display_name":"Sustainable Dissemination of Digital Music Artworks on TikTok: A Social Media Analysis","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7154607400","doi":"https://doi.org/10.1155/cplx/1791214"},"language":"en","primary_location":{"id":"doi:10.1155/cplx/1791214","is_oa":true,"landing_page_url":"https://doi.org/10.1155/cplx/1791214","pdf_url":null,"source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1155/cplx/1791214","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5133805583","display_name":"Wan na","orcid":null},"institutions":[{"id":"https://openalex.org/I141103825","display_name":"Nanchang Institute of Technology","ror":"https://ror.org/00avfj807","country_code":"CN","type":"education","lineage":["https://openalex.org/I141103825"]},{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]},{"id":"https://openalex.org/I4210120015","display_name":"Nanchang Institute of Science & Technology","ror":"https://ror.org/02q5y6156","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210120015"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wan na","raw_affiliation_strings":["Nanchang Institute of Technology ,  Nanchang ,  330000 , Jiangxi,  China ,  nit.edu.cn","School of Social Development and Policy ,  Fudan University ,  Shanghai ,  200433 ,  China ,  fudan.edu.cn"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanchang Institute of Technology ,  Nanchang ,  330000 , Jiangxi,  China ,  nit.edu.cn","institution_ids":["https://openalex.org/I141103825","https://openalex.org/I4210120015"]},{"raw_affiliation_string":"School of Social Development and Policy ,  Fudan University ,  Shanghai ,  200433 ,  China ,  fudan.edu.cn","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023232474","display_name":"Li Zhan","orcid":"https://orcid.org/0000-0003-4318-2249"},"institutions":[{"id":"https://openalex.org/I141103825","display_name":"Nanchang Institute of Technology","ror":"https://ror.org/00avfj807","country_code":"CN","type":"education","lineage":["https://openalex.org/I141103825"]},{"id":"https://openalex.org/I4210120015","display_name":"Nanchang Institute of Science & Technology","ror":"https://ror.org/02q5y6156","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210120015"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhan li","raw_affiliation_strings":["Nanchang Institute of Technology ,  Nanchang ,  330000 , Jiangxi,  China ,  nit.edu.cn"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanchang Institute of Technology ,  Nanchang ,  330000 , Jiangxi,  China ,  nit.edu.cn","institution_ids":["https://openalex.org/I141103825","https://openalex.org/I4210120015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046002545","display_name":"Na Fang","orcid":null},"institutions":[{"id":"https://openalex.org/I36152291","display_name":"Henan University of Technology","ror":"https://ror.org/05sbgwt55","country_code":"CN","type":"education","lineage":["https://openalex.org/I36152291"]},{"id":"https://openalex.org/I4210166499","display_name":"Henan Polytechnic University","ror":"https://ror.org/05vr1c885","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210166499"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Na Fang","raw_affiliation_strings":["School of Architecture and Art Design ,  Henan University of Technology ,  Jiaozuo ,  454000 , Henan,  China ,  haut.edu.cn"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Architecture and Art Design ,  Henan University of Technology ,  Jiaozuo ,  454000 , Henan,  China ,  haut.edu.cn","institution_ids":["https://openalex.org/I4210166499","https://openalex.org/I36152291"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021989621","display_name":"W. Qi","orcid":null},"institutions":[{"id":"https://openalex.org/I75955062","display_name":"Henan Normal University","ror":"https://ror.org/00s13br28","country_code":"CN","type":"education","lineage":["https://openalex.org/I75955062"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wei Qi","raw_affiliation_strings":["College of Liberal Arts ,  Henan Normal University ,  Xinxiang ,  453000 , Henan,  China ,  henannu.edu.cn"],"raw_orcid":"https://orcid.org/0009-0005-1948-1443","affiliations":[{"raw_affiliation_string":"College of Liberal Arts ,  Henan Normal University ,  Xinxiang ,  453000 , Henan,  China ,  henannu.edu.cn","institution_ids":["https://openalex.org/I75955062"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5021989621"],"corresponding_institution_ids":["https://openalex.org/I75955062"],"apc_list":{"value":2300,"currency":"USD","value_usd":2300},"apc_paid":{"value":2300,"currency":"USD","value_usd":2300},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.92261882,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":"2026","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10609","display_name":"Digital Marketing and Social Media","score":0.13920000195503235,"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/T10609","display_name":"Digital Marketing and Social Media","score":0.13920000195503235,"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/T10355","display_name":"Impact of Technology on Adolescents","score":0.09889999777078629,"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/T11113","display_name":"Music History and Culture","score":0.0706000030040741,"subfield":{"id":"https://openalex.org/subfields/1210","display_name":"Music"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/betweenness-centrality","display_name":"Betweenness centrality","score":0.8345999717712402},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.5421000123023987},{"id":"https://openalex.org/keywords/musical","display_name":"Musical","score":0.4661000072956085},{"id":"https://openalex.org/keywords/lyrics","display_name":"Lyrics","score":0.4593000113964081},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.4117000102996826},{"id":"https://openalex.org/keywords/centrality","display_name":"Centrality","score":0.40639999508857727},{"id":"https://openalex.org/keywords/digital-media","display_name":"Digital media","score":0.39410001039505005},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.3903999924659729},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.3587999939918518}],"concepts":[{"id":"https://openalex.org/C117045392","wikidata":"https://www.wikidata.org/wiki/Q4899215","display_name":"Betweenness centrality","level":3,"score":0.8345999717712402},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.5421000123023987},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.531499981880188},{"id":"https://openalex.org/C558565934","wikidata":"https://www.wikidata.org/wiki/Q2743","display_name":"Musical","level":2,"score":0.4661000072956085},{"id":"https://openalex.org/C2776436406","wikidata":"https://www.wikidata.org/wiki/Q602446","display_name":"Lyrics","level":2,"score":0.4593000113964081},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.4117000102996826},{"id":"https://openalex.org/C53811970","wikidata":"https://www.wikidata.org/wiki/Q5062194","display_name":"Centrality","level":2,"score":0.40639999508857727},{"id":"https://openalex.org/C17632256","wikidata":"https://www.wikidata.org/wiki/Q1076968","display_name":"Digital media","level":2,"score":0.39410001039505005},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.3903999924659729},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.375900000333786},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.35989999771118164},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.3587999939918518},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.34450000524520874},{"id":"https://openalex.org/C114713312","wikidata":"https://www.wikidata.org/wiki/Q7551269","display_name":"Social network analysis","level":3,"score":0.3434000015258789},{"id":"https://openalex.org/C174348530","wikidata":"https://www.wikidata.org/wiki/Q188635","display_name":"Bridging (networking)","level":2,"score":0.3377000093460083},{"id":"https://openalex.org/C87687168","wikidata":"https://www.wikidata.org/wiki/Q173114","display_name":"Digital audio","level":4,"score":0.3345000147819519},{"id":"https://openalex.org/C554936623","wikidata":"https://www.wikidata.org/wiki/Q199657","display_name":"Reading (process)","level":2,"score":0.3131999969482422},{"id":"https://openalex.org/C178300618","wikidata":"https://www.wikidata.org/wiki/Q1898509","display_name":"Extant taxon","level":2,"score":0.31060001254081726},{"id":"https://openalex.org/C112698675","wikidata":"https://www.wikidata.org/wiki/Q37038","display_name":"Advertising","level":1,"score":0.29820001125335693},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.29789999127388},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.29580000042915344},{"id":"https://openalex.org/C3018719075","wikidata":"https://www.wikidata.org/wiki/Q1317251","display_name":"Fishing village","level":3,"score":0.29409998655319214},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.2912999987602234},{"id":"https://openalex.org/C133079900","wikidata":"https://www.wikidata.org/wiki/Q5155065","display_name":"Community structure","level":2,"score":0.2827000021934509},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.28119999170303345},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2736999988555908},{"id":"https://openalex.org/C22561748","wikidata":"https://www.wikidata.org/wiki/Q854954","display_name":"Videoconferencing","level":2,"score":0.26089999079704285},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2567000091075897},{"id":"https://openalex.org/C4727928","wikidata":"https://www.wikidata.org/wiki/Q17164759","display_name":"Social network (sociolinguistics)","level":3,"score":0.2551000118255615},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.2533999979496002},{"id":"https://openalex.org/C24338571","wikidata":"https://www.wikidata.org/wiki/Q2566298","display_name":"Autoregressive integrated moving average","level":3,"score":0.25029999017715454}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1155/cplx/1791214","is_oa":true,"landing_page_url":"https://doi.org/10.1155/cplx/1791214","pdf_url":null,"source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1155/cplx/1791214","is_oa":true,"landing_page_url":"https://doi.org/10.1155/cplx/1791214","pdf_url":null,"source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land","score":0.4106658101081848}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W2121393721","https://openalex.org/W2527730690","https://openalex.org/W2603390837","https://openalex.org/W2736051199","https://openalex.org/W2763117283","https://openalex.org/W2911655106","https://openalex.org/W3089111744","https://openalex.org/W3103787114","https://openalex.org/W3109813099","https://openalex.org/W3187284512","https://openalex.org/W3210688059","https://openalex.org/W4200604269","https://openalex.org/W4206639016","https://openalex.org/W4281692210","https://openalex.org/W4297272219","https://openalex.org/W4307562938","https://openalex.org/W4310797040","https://openalex.org/W4311254209","https://openalex.org/W4311507492","https://openalex.org/W4311694041","https://openalex.org/W4311808565","https://openalex.org/W4315568060","https://openalex.org/W4324030804","https://openalex.org/W4366778591","https://openalex.org/W4378213072","https://openalex.org/W4379116449","https://openalex.org/W4383227600","https://openalex.org/W4383876254","https://openalex.org/W4388704831","https://openalex.org/W4392354960","https://openalex.org/W4394876613","https://openalex.org/W4396230898","https://openalex.org/W4396234722","https://openalex.org/W4399266987","https://openalex.org/W4399871712","https://openalex.org/W4399925213","https://openalex.org/W4401117088","https://openalex.org/W4401412183","https://openalex.org/W4402102214","https://openalex.org/W4402948949","https://openalex.org/W4403222866","https://openalex.org/W4404031433","https://openalex.org/W4404066556","https://openalex.org/W4405446605","https://openalex.org/W4405576665","https://openalex.org/W4406042310","https://openalex.org/W4406768712","https://openalex.org/W4407170419","https://openalex.org/W4407280483","https://openalex.org/W4408493962","https://openalex.org/W4411120841","https://openalex.org/W6893055361"],"related_works":[],"abstract_inverted_index":{"This":[0],"study":[1],"examines":[2],"sustainable":[3],"dissemination":[4,151,179],"of":[5,145],"digital":[6,182],"music":[7],"on":[8],"TikTok":[9,24,178],"by":[10,28],"linking":[11],"musical\u2010aspect":[12],"discourse":[13],"and":[14,19,31,55,73,80,97,99,115,127,160,167],"network":[15],"positioning":[16],"to":[17,78],"engagement":[18,159],"recommendation":[20,168],"performance,":[21,169],"using":[22],"1200":[23],"songs/videos,":[25],"each":[26],"represented":[27],"52":[29],"platform":[30],"interaction":[32],"features.":[33],"Using":[34],"a":[35],"hybrid":[36],"CF":[37],"+":[38],"NCF":[39],"recommender":[40],"with":[41,134,164],"time\u2010series":[42],"forecasting,":[43],"the":[44,64,68,135],"predictive":[45,166],"pipeline":[46],"achieved":[47],"F":[48],"1":[49],"=":[50,53,61,71,75],"0.7879,":[51],"AUC":[52],"0.8373,":[54],"root":[56],"mean":[57],"squared":[58],"error":[59],"(RMSE)":[60],"0.2143,":[62],"while":[63],"ensemble":[65],"forecaster":[66],"yielded":[67],"lowest":[69],"MAE":[70],"0.2338":[72],"RMSE":[74],"0.3287":[76],"relative":[77],"ARIMA":[79],"Prophet.":[81],"Content\u2010side":[82],"evidence":[83],"showed":[84],"that":[85,157],"lyric\u2010related":[86],"sentiment":[87],"was":[88],"most":[89,136],"prominent":[90],"(84.91%":[91],"positive":[92],"mentions),":[93],"exceeding":[94],"production":[95],"(52.78%)":[96],"melody,":[98],"matching":[100],"results":[101,155],"similarly":[102],"prioritized":[103],"lyrics":[104],"over":[105],"other":[106],"musical":[107],"aspects":[108],"(exact:":[109],"30":[110],"vs.":[111,113,118,120],"19":[112],"17":[114],"fuzzy:":[116],"53":[117],"39":[119],"29).":[121],"Network":[122],"analysis":[123],"identified":[124],"1177":[125],"users":[126],"164,499":[128],"ties":[129],"partitioned":[130],"into":[131],"four":[132],"communities,":[133],"bridging":[137],"actor":[138],"in":[139,150],"Community":[140],"0":[141],"reaching":[142],"betweenness":[143],"centrality":[144],"0.021,":[146],"indicating":[147],"concentrated":[148],"brokerage":[149,162],"pathways.":[152],"Together,":[153],"these":[154],"suggest":[156],"lyric\u2010centered":[158],"community":[161],"co\u2010occur":[163],"stronger":[165],"providing":[170],"an":[171],"empirical":[172],"basis":[173],"for":[174,181],"designing":[175],"more":[176],"durable":[177],"strategies":[180],"music.":[183]},"counts_by_year":[],"updated_date":"2026-04-17T06:04:52.305304","created_date":"2026-04-17T00:00:00"}
