{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,16]],"date-time":"2026-04-16T09:13:24Z","timestamp":1776330804027,"version":"3.50.1"},"reference-count":80,"publisher":"Wiley","issue":"1","license":[{"start":{"date-parts":[[2026,4,16]],"date-time":"2026-04-16T00:00:00Z","timestamp":1776297600000},"content-version":"vor","delay-in-days":105,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/doi.wiley.com\/10.1002\/tdm_license_1.1"}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Complexity"],"published-print":{"date-parts":[[2026,1]]},"abstract":"<jats:p>\n                    This study examines sustainable dissemination of digital music on TikTok by linking musical\u2010aspect discourse and network positioning to engagement and recommendation performance, using 1200 TikTok songs\/videos, each represented by 52 platform and interaction features. Using a hybrid CF\u2009+\u2009NCF recommender with time\u2010series forecasting, the predictive pipeline achieved\n                    <jats:italic>F<\/jats:italic>\n                    1\u2009=\u20090.7879, AUC\u2009=\u20090.8373, and root mean squared error (RMSE)\u2009=\u20090.2143, while the ensemble forecaster yielded the lowest MAE\u2009=\u20090.2338 and RMSE\u2009=\u20090.3287 relative to ARIMA and Prophet. Content\u2010side evidence showed that lyric\u2010related sentiment was most prominent (84.91% positive mentions), exceeding production (52.78%) and melody, and matching results similarly prioritized lyrics over other musical aspects (exact: 30 vs. 19 vs. 17 and fuzzy: 53 vs. 39 vs. 29). Network analysis identified 1177 users and 164,499 ties partitioned into four communities, with the most bridging actor in Community 0 reaching betweenness centrality of 0.021, indicating concentrated brokerage in dissemination pathways. Together, these results suggest that lyric\u2010centered engagement and community brokerage co\u2010occur with stronger predictive and recommendation performance, providing an empirical basis for designing more durable TikTok dissemination strategies for digital music.\n                  <\/jats:p>","DOI":"10.1155\/cplx\/1791214","type":"journal-article","created":{"date-parts":[[2026,4,16]],"date-time":"2026-04-16T08:24:12Z","timestamp":1776327852000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Sustainable Dissemination of Digital Music Artworks on TikTok: A Social Media Analysis"],"prefix":"10.1155","volume":"2026","author":[{"given":"Wan","family":"na","sequence":"first","affiliation":[]},{"given":"Zhan","family":"li","sequence":"additional","affiliation":[]},{"given":"Na","family":"Fang","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0009-0005-1948-1443","authenticated-orcid":false,"given":"Wei","family":"Qi","sequence":"additional","affiliation":[]}],"member":"311","published-online":{"date-parts":[[2026,4,16]]},"reference":[{"key":"e_1_2_10_1_2","volume-title":"The Changes in the Cultural and Social Meaning of Music: The Case of Tiktok","author":"Borelli M.","year":"2022"},{"key":"e_1_2_10_2_2","volume-title":"Inspiring in a Realistic Way: Role of Authenticity in Gen Z\u2019s Perceptions of Green Influencers on Tiktok","author":"Liskova A.","year":"2024"},{"key":"e_1_2_10_3_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jhlste.2024.100501"},{"key":"e_1_2_10_4_2","doi-asserted-by":"publisher","DOI":"10.51191\/issn.2637-1898.2022.5.9.51"},{"key":"e_1_2_10_5_2","article-title":"Music Challenge Memes on Tiktok: Understanding in-group Storytelling Videos","volume":"16","author":"Vizca\u00edno-Verd\u00fa A.","year":"2022","journal-title":"International Journal of Communication"},{"key":"e_1_2_10_6_2","doi-asserted-by":"publisher","DOI":"10.15581\/003.36.1.151-166"},{"key":"e_1_2_10_7_2","volume-title":"Individual Genre: How Recommendations Narrow the Scene for Music Discovery Practices","author":"Dereman E.","year":"2021"},{"key":"e_1_2_10_8_2","doi-asserted-by":"publisher","DOI":"10.5130\/ccs.v14.i2.8017"},{"key":"e_1_2_10_9_2","unstructured":"OkanovicI.andAgn\u00e8sT. Tiktok: A Modern Spotlight on Emerging Artists: Understanding Why and How Tiktok Users Take Part in Viral Behaviours Towards Musical Artists on the Platform 2023 https:\/\/urn.kb.se\/resolve?urn%3d;urn:nbn:se:hj:diva-61167."},{"key":"e_1_2_10_10_2","first-page":"147","article-title":"The Importance of Social Networks in the Process of Supporting Sustainable Development","volume":"9","author":"Gur\u0103u M. I.","year":"2021","journal-title":"Global Economic Observer"},{"key":"e_1_2_10_11_2","doi-asserted-by":"publisher","DOI":"10.31866\/2709-846X.2.2022.267540"},{"key":"e_1_2_10_12_2","volume-title":"Diffusion of Innovations","author":"Rogers E.","year":"2019"},{"key":"e_1_2_10_13_2","doi-asserted-by":"publisher","DOI":"10.1177\/009365027600300101"},{"key":"e_1_2_10_14_2","unstructured":"Pasti Da PortoV. C. Sustainability and Inclusion: How Sdgs May Be Implemented in the Music Industry 2023 https:\/\/hdl.handle.net\/10579\/23246."},{"key":"e_1_2_10_15_2","article-title":"Leveraging Social Media for Cultural Preservation: Promoting Traditional Minangkabau Arts in the Digital Era","volume":"4","author":"Diego D.","year":"2024","journal-title":"Jurnal ISO: Jurnal Ilmu Sosial, Politik dan Humaniora"},{"key":"e_1_2_10_16_2","volume-title":"Algorithmic Recommendation as Repair Work: Towards a More Just Distribution of Attention on Cultural and Entertainment Digital Platforms","author":"Bartolo L.","year":"2024"},{"key":"e_1_2_10_17_2","doi-asserted-by":"publisher","DOI":"10.1177\/08944393241260242"},{"key":"e_1_2_10_18_2","first-page":"1","article-title":"Modelling Offensive Content Detection for Tiktok","author":"Cools K.","year":"2024","journal-title":"IEEE Digital Platforms and Societal Harms (DPSH)"},{"key":"e_1_2_10_19_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2023.119862"},{"key":"e_1_2_10_20_2","doi-asserted-by":"crossref","unstructured":"FangS. RenC. ShenW. andWeiX. Interactive Recommendation Algorithm Based on Combination of DFM and Offline Reinforcement Learning 2023 2nd International Conference on Artificial Intelligence Human-Computer Interaction and Robotics (AIHCIR) 2023 454\u2013459.","DOI":"10.1109\/AIHCIR61661.2023.00080"},{"key":"e_1_2_10_21_2","doi-asserted-by":"publisher","DOI":"10.54097\/hset.v35i.7214"},{"key":"e_1_2_10_22_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2021.116405"},{"key":"e_1_2_10_23_2","doi-asserted-by":"publisher","DOI":"10.29100\/jipi.v10i1.5815"},{"key":"e_1_2_10_24_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2024.125223"},{"key":"e_1_2_10_25_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.futures.2024.103383"},{"key":"e_1_2_10_26_2","doi-asserted-by":"publisher","DOI":"10.5206\/elip.v6i1.16753"},{"key":"e_1_2_10_27_2","unstructured":"ChakrabortyA. Perceptron Collaborative Filtering 2024 https:\/\/doi.org\/10.48550\/arXiv.2407.00067."},{"key":"e_1_2_10_28_2","volume-title":"Filterworld: How Algorithms Flattened Culture","author":"Chayka K.","year":"2025"},{"key":"e_1_2_10_29_2","doi-asserted-by":"crossref","unstructured":"ChekZ. Y. J. SeeJ. HoJ. S. Y. LauP. M. andPillaiP. Understanding User Engagement in Museum Tiktok Videos by Exploring Multimodal Cues Proceedings of the 6th Workshop on the Analysis Understanding and Promotion of Heritage Contents 41\u201349 https:\/\/dl.acm.org\/doi\/abs\/10.1145\/3689094.3689467.","DOI":"10.1145\/3689094.3689467"},{"key":"e_1_2_10_30_2","first-page":"1","volume-title":"Advanced Data Mining Tools and Methods for Social Computing","author":"De S.","year":"2022"},{"key":"e_1_2_10_31_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2017.10.006"},{"key":"e_1_2_10_32_2","doi-asserted-by":"publisher","DOI":"10.71222\/g5p62613"},{"key":"e_1_2_10_33_2","doi-asserted-by":"publisher","DOI":"10.1177\/14614448241304106"},{"key":"e_1_2_10_34_2","doi-asserted-by":"publisher","DOI":"10.26599\/BDMA.2020.9020006"},{"key":"e_1_2_10_35_2","doi-asserted-by":"publisher","DOI":"10.2196\/30315"},{"key":"e_1_2_10_36_2","doi-asserted-by":"publisher","DOI":"10.1145\/3637342"},{"key":"e_1_2_10_37_2","doi-asserted-by":"publisher","DOI":"10.1177\/14614448221138973"},{"key":"e_1_2_10_38_2","unstructured":"van MeerM. G. R.andvan de VenI. Tiktok and the Dutch Music Industry 2023 http:\/\/arno.uvt.nl\/show.cgi?fid%3d;162557."},{"key":"e_1_2_10_39_2","unstructured":"CzaszewiczJ. Decolonising the Music Industry: A Case Study of Independent Music Artists on Tiktok 2024 https:\/\/studenttheses.uu.nl\/handle\/20.500.12932\/46409."},{"key":"e_1_2_10_40_2","doi-asserted-by":"publisher","DOI":"10.1017\/S1054204323000618"},{"key":"e_1_2_10_41_2","doi-asserted-by":"publisher","DOI":"10.3390\/arts10030052"},{"key":"e_1_2_10_42_2","unstructured":"BubnovaL. TikTok\u2032s Role in Promoting Music Artists. A Customers\u2032 Perception of Algorithmic vs. Influencer Based Marketing Strategies Bachelor\u2032s thesis Jyv\u00e4skyl\u00e4: JAMK University of Applied Sciences 2024 https:\/\/www.theseus.fi\/handle\/10024\/874964."},{"key":"e_1_2_10_43_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.bodyim.2024.101807"},{"key":"e_1_2_10_44_2","unstructured":"TaN. JiaoF. LinC. andShenC. Examining Platformization in Cultural Production: A Comparative Computational Analysis of Hit Songs on Tiktok and Spotify 2024 https:\/\/doi.org\/10.48550\/arXiv.2411.11205."},{"key":"e_1_2_10_45_2","doi-asserted-by":"publisher","DOI":"10.1080\/16522354.2023.2207160"},{"key":"e_1_2_10_46_2","doi-asserted-by":"publisher","DOI":"10.1177\/2056305121101234"},{"key":"e_1_2_10_47_2","doi-asserted-by":"publisher","DOI":"10.59713\/jipik.v4i1.1021"},{"key":"e_1_2_10_48_2","doi-asserted-by":"publisher","DOI":"10.1080\/13683500.2025.2462167"},{"key":"e_1_2_10_49_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.dajour.2022.100073"},{"key":"e_1_2_10_50_2","unstructured":"Muela Rodr\u00edguezL. Tiktok Content Trends on Fashion Influencers: An Analysis of the Content Trends on Tiktok of 6 Fashion Influencers 2024 http:\/\/hdl.handle.net\/11531\/79330."},{"key":"e_1_2_10_51_2","volume-title":"You Can\u2019T Say that on Tiktok: Cxnsxrshxp, Algorithmic (In) Visibility, and the Threat of Representation","author":"Dawson S.","year":"2024"},{"key":"e_1_2_10_52_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2019.02.004"},{"key":"e_1_2_10_53_2","doi-asserted-by":"publisher","DOI":"10.1080\/01972243.2023.2274070"},{"key":"e_1_2_10_54_2","doi-asserted-by":"publisher","DOI":"10.1080\/10447318.2023.2233138"},{"key":"e_1_2_10_55_2","doi-asserted-by":"publisher","DOI":"10.1007\/s11227-024-06200-y"},{"key":"e_1_2_10_56_2","doi-asserted-by":"crossref","unstructured":"XinH. WeiY. FanT. PengS. LiuH. andSuJ. Understanding of Fake News Dissemination on Social Media by Comparing IPS MF NCF and BPR 2023 3rd International Conference on Consumer Electronics and Computer Engineering (ICCECE) 1\u20136 https:\/\/ieeexplore.ieee.org\/abstract\/document\/10135245\/.","DOI":"10.1109\/ICCECE58074.2023.10135245"},{"key":"e_1_2_10_57_2","doi-asserted-by":"publisher","DOI":"10.1177\/13678779241276884"},{"key":"e_1_2_10_58_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2020.113990"},{"key":"e_1_2_10_59_2","doi-asserted-by":"publisher","DOI":"10.1080\/17524032.2025.2453232"},{"key":"e_1_2_10_60_2","article-title":"Dynamics of Environmental Issues in Indonesia: Critical Discourse Analysis of The# Perubahaniklim Digital Campaign Through Tiktok","volume":"9","author":"Syafuddin K.","year":"2025","journal-title":"Jurnal Mediakita: Jurnal Komunikasi dan Penyiaran Islam"},{"key":"e_1_2_10_61_2","doi-asserted-by":"crossref","unstructured":"YangC. MousaviS. DashA. GummadiK. P. andWeberI. Studying Behavioural Addiction by Combining Surveys and Digital Traces: A Case Study of Tiktok 2025 https:\/\/doi.org\/10.48550\/arXiv.2501.15539.","DOI":"10.1609\/icwsm.v19i1.35922"},{"key":"e_1_2_10_62_2","doi-asserted-by":"crossref","unstructured":"RompolasG. SmpoukisA. KafezaE. andMakrisC. Predicting Song Popularity Through Machine Learning and Sentiment Analysis on Social Networks IFIP International Conference on Artificial Intelligence Applications and Innovations 314\u2013324 https:\/\/link.springer.com\/chapter\/10.1007\/978-3-031-63227-3_22.","DOI":"10.1007\/978-3-031-63227-3_22"},{"key":"e_1_2_10_63_2","doi-asserted-by":"crossref","unstructured":"SreeM. R. SiddharthaM. ReddyP. V. V. andBelwalM. Sentiment Analysis and Likes Prediction from Social Media Comments: An ML Approach 2024 15th International Conference on Computing Communication and Networking Technologies (ICCCNT) 2024 1\u20138 https:\/\/doi.org\/10.1109\/icccnt61001.2024.10725921.","DOI":"10.1109\/ICCCNT61001.2024.10725921"},{"key":"e_1_2_10_64_2","doi-asserted-by":"publisher","DOI":"10.1177\/13678779241276884"},{"key":"e_1_2_10_65_2","first-page":"93","volume-title":"Practical Solutions for Diverse Real-World NLP Applications","author":"Beery A.","year":"2023"},{"key":"e_1_2_10_66_2","doi-asserted-by":"crossref","unstructured":"NgL. H. X. TanJ. Y. H. TanD. J. H. andLeeR. K.-W. Will You Dance to the Challenge? Predicting User Participation in Tiktok Challenges Proceedings of the 2021 IEEE\/ACM International Conference on Advances in Social Networks Analysis and Mining 356\u2013360 https:\/\/dl.acm.org\/doi\/10.1145\/3487351.3488276.","DOI":"10.1145\/3487351.3488276"},{"key":"e_1_2_10_67_2","doi-asserted-by":"publisher","DOI":"10.1108\/JRIM-06-2016-0065"},{"key":"e_1_2_10_68_2","doi-asserted-by":"publisher","DOI":"10.1080\/02650487.2017.1348035"},{"key":"e_1_2_10_69_2","first-page":"422","article-title":"The Promotion of Music Education Through Social Media in China: A Case Study of the Tiktok Platform","volume":"8","author":"Siwei Z.","year":"2023","journal-title":"Journal of Modern Learning Development"},{"key":"e_1_2_10_70_2","volume-title":"The Role of User Interactions in Social Media on Recommendation Algorithms: Evaluation of Tiktok\u2019s Personalisation Practices from Users","author":"Ko\u00e7 B.","year":"2023"},{"key":"e_1_2_10_71_2","volume-title":"Bias in short-video Recommender Systems: User-Centric Evaluation on Tiktok","author":"Yang C.","year":"2022"},{"key":"e_1_2_10_72_2","doi-asserted-by":"publisher","DOI":"10.1145\/3573010"},{"key":"e_1_2_10_73_2","doi-asserted-by":"publisher","DOI":"10.1177\/01655515221116519"},{"key":"e_1_2_10_74_2","doi-asserted-by":"crossref","DOI":"10.1111\/cico.12218","volume-title":"Community and Urban Places in a Digital World","author":"Goodspeed R.","year":"2017"},{"key":"e_1_2_10_75_2","article-title":"Research Perspectives on Tiktok & Its Legacy Apps| Short Video Platforms and Local Community Building in China","volume":"15","author":"Wang W.","year":"2021","journal-title":"International Journal of Communication"},{"key":"e_1_2_10_76_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2020.114322"},{"key":"e_1_2_10_77_2","doi-asserted-by":"publisher","DOI":"10.1177\/08944393231178603"},{"key":"e_1_2_10_78_2","doi-asserted-by":"publisher","DOI":"10.5281\/zenodo.13623776"},{"key":"e_1_2_10_79_2","doi-asserted-by":"publisher","DOI":"10.1108\/LHT-08-2022-0368"},{"key":"e_1_2_10_80_2","doi-asserted-by":"crossref","unstructured":"ThakurN. SuV. ShaoM.et al. A Labelled Dataset for Sentiment Analysis of Videos on Youtube Tiktok and Other Sources About the 2024 Outbreak of Measles 2024 https:\/\/doi.org\/10.48550\/arXiv.2406.07693.","DOI":"10.1007\/978-3-031-76806-4_17"}],"container-title":["Complexity"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1155\/cplx\/1791214","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/full-xml\/10.1155\/cplx\/1791214","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1155\/cplx\/1791214","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,16]],"date-time":"2026-04-16T08:24:20Z","timestamp":1776327860000},"score":1,"resource":{"primary":{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/10.1155\/cplx\/1791214"}},"subtitle":[],"editor":[{"given":"Pramita","family":"Mishra","sequence":"additional","affiliation":[]}],"short-title":[],"issued":{"date-parts":[[2026,1]]},"references-count":80,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2026,1]]}},"alternative-id":["10.1155\/cplx\/1791214"],"URL":"https:\/\/doi.org\/10.1155\/cplx\/1791214","archive":["Portico"],"relation":{},"ISSN":["1076-2787","1099-0526"],"issn-type":[{"value":"1076-2787","type":"print"},{"value":"1099-0526","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,1]]},"assertion":[{"value":"2025-01-11","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2026-02-06","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2026-04-16","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"1791214"}}