Provenance of data with rights and interests in online rumor data element circulation on social media

Social media platforms, as the primary carriers of online rumor dissemination, enable users to gain profits from the platform through activities such as content creation, browsing, and sharing. However, the complexity of data rights and the attribution of responsibility hinders the comprehensive tra...

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Published inHumanities & social sciences communications Vol. 12; no. 1; pp. 1056 - 22
Main Authors Zhao, Jianbo, Liu, Huailiang, Shu, Kai, Fang, Qisen, Tan, Chufan, Su, Yue, Wu, Lianyue, Liu, Peijie, Shen, Hai, Tian, Jing
Format Journal Article
LanguageEnglish
Published London Palgrave Macmillan UK 01.12.2025
Palgrave Macmillan
Springer Nature
Subjects
4000/4001
4000/4008
4007/4003
4014/4003
4014/4045
Annotations
Graph representations
Humanities and Social Sciences
Infectious diseases
Interoperability
multidisciplinary
Ontology
Propagation
Research methodology
Science
Science (multidisciplinary)
Semantics
Social networks
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Abstract Social media platforms, as the primary carriers of online rumor dissemination, enable users to gain profits from the platform through activities such as content creation, browsing, and sharing. However, the complexity of data rights and the attribution of responsibility hinders the comprehensive tracing of rumor propagation paths and the precise identification of data infringement subjects. By reusing 92 circulation processes from 13 data lifecycle models, this paper abstracts the circulation process of online rumor data elements, standardizes the “five rights separation” framework for data rights confirmation among ternary data subjects, and defines a Rights-and-Interests-Attributed Data Element. Through integration with PROV-O and ProVOC models, this paper constructs PROV-OCC—an ontological model for data with rights and interests provenance in rumor circulation—comprising 3 parent classes and 32 object properties. It implements a seven-element semantic representation combining W7 provenance technology and validates the model through ontological reasoning via knowledge graph representation of typical rumor cases, verifying its effectiveness in tracing data rights changes, infringement subjects, and propagation paths. The data provenance model supports the recovery and compensation of infringement-related profits, enabling the timely restoration of compromised trust and order for governments and platforms.
AbstractList Social media platforms, as the primary carriers of online rumor dissemination, enable users to gain profits from the platform through activities such as content creation, browsing, and sharing. However, the complexity of data rights and the attribution of responsibility hinders the comprehensive tracing of rumor propagation paths and the precise identification of data infringement subjects. By reusing 92 circulation processes from 13 data lifecycle models, this paper abstracts the circulation process of online rumor data elements, standardizes the “five rights separation” framework for data rights confirmation among ternary data subjects, and defines a Rights-and-Interests-Attributed Data Element. Through integration with PROV-O and ProVOC models, this paper constructs PROV-OCC—an ontological model for data with rights and interests provenance in rumor circulation—comprising 3 parent classes and 32 object properties. It implements a seven-element semantic representation combining W7 provenance technology and validates the model through ontological reasoning via knowledge graph representation of typical rumor cases, verifying its effectiveness in tracing data rights changes, infringement subjects, and propagation paths. The data provenance model supports the recovery and compensation of infringement-related profits, enabling the timely restoration of compromised trust and order for governments and platforms.
Abstract Social media platforms, as the primary carriers of online rumor dissemination, enable users to gain profits from the platform through activities such as content creation, browsing, and sharing. However, the complexity of data rights and the attribution of responsibility hinders the comprehensive tracing of rumor propagation paths and the precise identification of data infringement subjects. By reusing 92 circulation processes from 13 data lifecycle models, this paper abstracts the circulation process of online rumor data elements, standardizes the “five rights separation” framework for data rights confirmation among ternary data subjects, and defines a Rights-and-Interests-Attributed Data Element. Through integration with PROV-O and ProVOC models, this paper constructs PROV-OCC—an ontological model for data with rights and interests provenance in rumor circulation—comprising 3 parent classes and 32 object properties. It implements a seven-element semantic representation combining W7 provenance technology and validates the model through ontological reasoning via knowledge graph representation of typical rumor cases, verifying its effectiveness in tracing data rights changes, infringement subjects, and propagation paths. The data provenance model supports the recovery and compensation of infringement-related profits, enabling the timely restoration of compromised trust and order for governments and platforms.
ArticleNumber 1056
Author Shu, Kai
Liu, Huailiang
Liu, Peijie
Zhao, Jianbo
Su, Yue
Tian, Jing
Fang, Qisen
Tan, Chufan
Wu, Lianyue
Shen, Hai
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Snippet Social media platforms, as the primary carriers of online rumor dissemination, enable users to gain profits from the platform through activities such as...
Abstract Social media platforms, as the primary carriers of online rumor dissemination, enable users to gain profits from the platform through activities such...
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Annotations
Graph representations
Humanities and Social Sciences
Infectious diseases
Interoperability
multidisciplinary
Ontology
Propagation
Research methodology
Science
Science (multidisciplinary)
Semantics
Social networks
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Title Provenance of data with rights and interests in online rumor data element circulation on social media
URI https://link.springer.com/article/10.1057/s41599-025-05437-z
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Volume 12
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