{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,21]],"date-time":"2026-01-21T22:04:15Z","timestamp":1769033055057,"version":"3.49.0"},"reference-count":107,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,10,22]],"date-time":"2025-10-22T00:00:00Z","timestamp":1761091200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,10,22]],"date-time":"2025-10-22T00:00:00Z","timestamp":1761091200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,10,22]]},"DOI":"10.1109\/cbmi66578.2025.11339340","type":"proceedings-article","created":{"date-parts":[[2026,1,20]],"date-time":"2026-01-20T20:38:56Z","timestamp":1768941536000},"page":"1-10","source":"Crossref","is-referenced-by-count":0,"title":["A Survey of Information Disorder on Video-Sharing Platforms"],"prefix":"10.1109","author":[{"given":"Meiyu","family":"Li","sequence":"first","affiliation":[{"name":"University of Maryland,College Park,USA"}]},{"given":"Wei","family":"Ai","sequence":"additional","affiliation":[{"name":"University of Maryland,College Park,USA"}]},{"given":"Naeemul","family":"Hassan","sequence":"additional","affiliation":[{"name":"University of Maryland,College Park,USA"}]}],"member":"263","reference":[{"key":"ref1","volume-title":"167 global social media statistics for 2025","author":"West","year":"2025"},{"key":"ref2","volume-title":"Information disorder: Toward an interdisciplinary framework for research and policy making","author":"Wardle","year":"2017"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.2196\/40201"},{"issue":"8","key":"ref4","first-page":"951","volume-title":"The need for smarter definitions and practical, timely empirical research on information disorder","volume":"6","author":"Wardle"},{"key":"ref5","first-page":"54","article-title":"Misinformation in video recommendations: an exploration of top-n tecommendation algorithms","author":"Hornig","year":"2024","journal-title":"ROMCIR@ECIR"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/ISCSLP63861.2024.10800162"},{"issue":"1","key":"ref7","doi-asserted-by":"crossref","first-page":"98","DOI":"10.5117\/CCR2022.1.003.CHEN","article-title":"Visual framing of science conspiracy videos: Integrating machine learning with communication theories to study the use of color and brightness","volume":"4","author":"Chen","year":"2022","journal-title":"Computational Communication Research"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2022\/749"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1145\/3581783.3612426"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1177\/1461444820959296"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1145\/3630744.3663606"},{"key":"ref12","first-page":"663","article-title":"A survey on video-based fake news detection techniques","author":"Agrawal","year":"2021","journal-title":"INDIACom"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/ICCUBEA58933.2023.10392005"},{"key":"ref14","article-title":"Understanding information disorder","volume-title":"First Draft","author":"Wardle","year":"2020"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1145\/3697349"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2023.findings-emnlp.361"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1186\/1472-6947-13-7"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1080\/03637751.2018.1467564"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/ICCCNT61001.2024.10726230"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1080\/15332861.2024.2375966"},{"key":"ref21","volume-title":"Clickbait in youtube prevention, detection and analysis of the bait using ensemble learning","author":"Mowar","year":"2021"},{"issue":"3","key":"ref22","doi-asserted-by":"crossref","first-page":"374","DOI":"10.46539\/gmd.v3i3.137","article-title":"Ethics and values in the digital environment: by the example of parody videos on tiktok","volume":"3","author":"Busurkina","year":"2021","journal-title":"Galactica Media: Journal of Media Studies"},{"key":"ref23","volume-title":"Misinformation detection in social media video posts","author":"Wang","year":"2022"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/ACMI53878.2021.9528095"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-50327-6_21"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.2478\/sc-2022-0007"},{"key":"ref27","article-title":"Conspiracy theories and flat-earth videos on youtube","author":"Mohammed","year":"2019","journal-title":"The Journal of Social Media in Society"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1177\/0963947020971997"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1177\/20563051221150410"},{"issue":"2","key":"ref30","first-page":"374","article-title":"Satire and sarcasm on the \u201cyoutube got talent","volume":"5","author":"Sukarto","year":"2022","journal-title":"video: A case study on skinnyindonesian24 channel,\u201d ELS Journal on Interdisciplinary Studies in Humanities"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1080\/15213269.2022.2066004"},{"issue":"12","key":"ref32","first-page":"14444","article-title":"Fakesv: A multimodal benchmark with rich social context for fake news detection on short video platforms","volume-title":"Proceedings of the AAAI Conference on Artificial Intelligence","volume":"37","author":"Qi"},{"key":"ref33","doi-asserted-by":"crossref","first-page":"11947","DOI":"10.18653\/v1\/2023.findings-acl.756","article-title":"Two heads are better than one: Improving fake news video detection by correlating with neighbors","author":"Qi","year":"2023","journal-title":"Findings of ACL 2023"},{"key":"ref34","article-title":"What makes tiktok so addictive?: An analysis of the mechanisms underlying the world\u2019s latest social media craze","author":"Petrillo","year":"2021","journal-title":"Brown Undergraduate Journal of Public Health"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1007\/s12144-024-06144-9"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.33225\/jbse\/24.23.131"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1177\/14614448241251804"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1080\/08838151.2022.2140806"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1108\/oir-03-2018-0101"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-15719-7_18"},{"key":"ref41","doi-asserted-by":"crossref","first-page":"44","DOI":"10.1016\/j.patrec.2022.01.007","article-title":"Effective fake news video detection using domain knowledge and multimodal data fusion on youtube","volume":"154","author":"Choi","year":"2022","journal-title":"Pattern Recognition Letters"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1145\/3392854"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/ICAICST53116.2021.9497811"},{"key":"ref44","doi-asserted-by":"crossref","first-page":"107202","DOI":"10.1016\/j.chb.2022.107202","article-title":"Misleading political advertising fuels incivility online: A social network analysis of 2020 u.s. presidential election campaign video comments on youtube","volume":"131","author":"Chen","year":"2022","journal-title":"Computers in Human Behavior"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1145\/3664647.3680663"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/TCSS.2024.3373661"},{"issue":"01","key":"ref47","first-page":"278","article-title":"Bias misperceived:the role of partisanship and misinformation in youtube comment moderation","volume-title":"Proceedings of the International AAAI Conference on Web and Social Media","volume":"13","author":"Jiang","year":"2019"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1145\/3660512.3665519"},{"key":"ref49","doi-asserted-by":"crossref","first-page":"110239","DOI":"10.1016\/j.dib.2024.110239","article-title":"Baitbuster-bangla: A comprehensive dataset for clickbait detection in bangla with multi-feature and multi-modal analysis","volume":"53","author":"Imran","year":"2024","journal-title":"Data in Brief"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.3389\/frai.2021.712072"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1145\/3648188.3675128"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-42935-4_12"},{"key":"ref53","first-page":"16241","article-title":"Not all fake news is written: A dataset and analysis of misleading video headlines","volume-title":"E M N L P","author":"Sung"},{"issue":"1","key":"ref54","first-page":"1102","article-title":"Younicon: Youtube\u2019s community of conspiracy videos","volume-title":"Proceedings of the International AAAI Conference on Web and Social Media","volume":"17","author":"Yi Liaw","year":"2023"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1145\/3386392.3399566"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1145\/3460231.3474241"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-023-17208-6"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1177\/14614448231162585"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1145\/3648188.3675128"},{"key":"ref60","first-page":"178","article-title":"COVID-VTS: Fact extraction and verification on short video platforms","volume-title":"Proceedings of the 17th Conference of the European Chapter of the Association for Computational Linguistics","author":"Liu"},{"key":"ref61","first-page":"9180","article-title":"Interpretable short video rumor detection based on modality tampering","volume-title":"LREC-COLING)","author":"Wu","year":"2024"},{"key":"ref62","first-page":"114","article-title":"MisDMoE: A multimodal misinformation detection framework with adaptive feature selection","volume-title":"Proceedings of The 4th NeurIPS Efficient Natural Language and Speech Processing Workshop","volume":"262","author":"Liu","year":"2024"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1145\/3664647.3681673"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1145\/3459637.3482212"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1007\/s10489-020-02057-9"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1145\/3544548.3580846"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1023\/b:mind.0000021682.61365.56"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1136\/jech.53.2.105"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1001\/jamaophthalmol.2019.3116"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1136\/bmjgh-2021-008334"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.3390\/healthcare10101911"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.52225\/narra.v4i2.877"},{"issue":"S3","key":"ref73","first-page":"e2023163","article-title":"Can youtube be trusted as a source of quality and reliable information on covid-19 vaccination in italy?","volume":"94","author":"Gentile","year":"2023","journal-title":"Acta Biomedica"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1200\/jco.2022.40.16_suppl.11042"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.7759\/cureus.21550"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1111\/vco.12977"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1177\/20563051221089568"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.37016\/mr-2020-107"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.7592\/EJHR2019.7.3.janecek"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1080\/17524032.2024.2363861"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1080\/15348423.2020.1843344"},{"key":"ref82","first-page":"81","article-title":"The Dangerous but Efficacious Potency of the Social Media Behemoth TikTok on U.S. Politics with Gen Z: Conceptualizing Mis-","volume-title":"Disinformation and Propaganda on TikTok.","author":"Lim","year":"2023"},{"key":"ref83","first-page":"217","volume-title":"Fake news and the Dutch YouTube political debate space.","author":"Tuters","year":"2020"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.1177\/0163443720977301"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1108\/INTR-09-2021-0677"},{"key":"ref86","first-page":"137","volume-title":"Laughing at Trouble: A Multimodal Analysis of Online Economic Satire in Zimbabwe.","author":"Nyaungwa","year":"2021"},{"issue":"1","key":"ref87","doi-asserted-by":"crossref","first-page":"191","DOI":"10.17645\/mac.v8i1.2536","article-title":"Why are scientific experts perceived as trustworthy? emotional assessment within tv and youtube videos","volume":"8","author":"Reif","year":"2020","journal-title":"Media and Communication"},{"key":"ref88","first-page":"1","volume":"3","author":"Mahmud","year":"2024","journal-title":"Anti-women misinformation on youtube"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.1145\/3610085"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.1145\/3613904.3642264"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.1145\/3132384.3132387"},{"key":"ref92","first-page":"121","article-title":"Media and information literacy approach to combating disinformation: The need for an effective multimedia actors\u2019 collaboration","author":"Abugu","year":"2020","journal-title":"Resisting Disinfodemic Media and Information Literacy"},{"key":"ref93","doi-asserted-by":"publisher","DOI":"10.24093\/awej\/vol14no1.19"},{"key":"ref94","doi-asserted-by":"publisher","DOI":"10.1002\/asi.24970"},{"key":"ref95","first-page":"10817","article-title":"Unveiling opinion evolution via prompting and diffusion for short video fake news detection","volume-title":"Findings of ACL 2024","author":"Zong","year":"2024"},{"key":"ref96","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3122978"},{"issue":"1","key":"ref97","doi-asserted-by":"crossref","first-page":"53","DOI":"10.1080\/17482798.2014.863479","article-title":"Sixteen and not pregnant: Teen-created youtube parody videos and sexual risk-taking in the united states","volume":"8","author":"C.","year":"2014","journal-title":"Journal of Children and Media"},{"key":"ref98","doi-asserted-by":"publisher","DOI":"10.1109\/SPW.2018.00018"},{"key":"ref99","doi-asserted-by":"publisher","DOI":"10.1109\/imcom51814.2021.9377408"},{"key":"ref100","doi-asserted-by":"publisher","DOI":"10.1080\/23311886.2024.2302216"},{"key":"ref101","doi-asserted-by":"publisher","DOI":"10.1177\/14614448231191142"},{"key":"ref102","doi-asserted-by":"publisher","DOI":"10.1145\/3627673.3679826"},{"key":"ref103","article-title":"\u2018f*** news\u2019 should be replaced by these words, claire wardle says","volume-title":"CNN Business","author":"Giuliani-Hoffman","year":"2017"},{"key":"ref104","doi-asserted-by":"crossref","first-page":"112552","DOI":"10.1016\/j.socscimed.2019.112552","article-title":"Systematic literature review on the spread of health-related misinformation on social media","volume":"240","author":"Wang","year":"2019","journal-title":"Social Science & Medicine"},{"key":"ref105","doi-asserted-by":"publisher","DOI":"10.1038\/s41562-023-01623-8"},{"key":"ref106","doi-asserted-by":"publisher","DOI":"10.2139\/ssrn.3144139"},{"key":"ref107","doi-asserted-by":"publisher","DOI":"10.1007\/s13278-023-01104-w"}],"event":{"name":"2025 International Conference on Content-Based Multimedia Indexing (CBMI)","location":"Dublin, Ireland","start":{"date-parts":[[2025,10,22]]},"end":{"date-parts":[[2025,10,24]]}},"container-title":["2025 International Conference on Content-Based Multimedia Indexing (CBMI)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11339229\/11339242\/11339340.pdf?arnumber=11339340","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,21]],"date-time":"2026-01-21T07:11:45Z","timestamp":1768979505000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11339340\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,10,22]]},"references-count":107,"URL":"https:\/\/doi.org\/10.1109\/cbmi66578.2025.11339340","relation":{},"subject":[],"published":{"date-parts":[[2025,10,22]]}}}