Table 2.
Following the typology proposed by Saez-Trumper [19] and adding the definitions proposed by Fernquist et al. [27], a description of the most popular mechanisms to spread online misinformation
| Type | Technique | Description |
|---|---|---|
| Social | Astroturfing | A practice of disguising the sponsors of a message to give the impression that it originated spontaneously, representing the public interest and community concerns. |
| Circular reporting | Information, originated by a single source, appearing to come from multiple independent sources and channels with minor modifications. | |
| Click farms | An operation in which a large group fraudulently interacts with a website to artificially boost internet traffic, deceiving online systems. | |
| Data voids | Manipulations exploring the lack of natural content to induce search engines to return low-quality and problematic content [28]. | |
| Sock-puppets | The use of false or misleading identities on the Internet to interact with ordinary users on social media for purposes of deception. | |
| Web brigades | A set of users coordinated to undertake large-scale disinformation campaigns by exploiting the weakness of communities and systems. | |
| Technical | Deepfakes | Manipulations created using deep learning techniques trained on a large number of samples to automatically map facial expressions and to achieve face swapping [29, 30]. |
| Spam bots | Bots designed to post on online comment sections, spread advertisements, or for extracting contact information for spam mailing lists. | |
| Social bots | Bots designed to automatically spread messages and advocate ideas, thus influencing public opinion on a given topic. They can also create fake accounts and simulate the popularity of social media profiles (e.g., through a massive network of followers). | |
| Hybrid | Cyborgs | Hybrid accounts combining automatic and human curation. In such accounts, a human periodically takes over a bot account in order to disguise and increase the account’s credibility. |
| Sybils | Impersonators who try to connect with a real user’s friends and take advantage of its reputation [31]. Sybils accounts may be operated by bots to spread disinformation and reach a wider audience. |