Digital platforms have transformed news content, particularly in the consumption, production, and distribution of news. They have empowered users to participate in the broader news process, playing a key role in news distribution and shaping the news agenda for both newspapers and media organizations. Unlike traditional news models, digital platforms, while playing a significant and widespread role in news dissemination, also empower the public to participate in setting the agenda. Consequently, the credibility of news published on these platforms has become a critical issue. The blurring of lines between real and fake news has made it difficult for the public to distinguish between them, and the phenomenon of fake content has become a highly controversial topic recently. This debate has intensified due to digital platforms. While fake news is not a new phenomenon, it has become more complex in the digital age, making its detection more challenging than ever. Furthermore, there is increasing pressure on news organizations to publish incomplete or unverified stories, making the fight against fake content a critical professional challenge. It is difficult to verify false claims that spread widely across the world via social media. This was clearly demonstrated in January 2023, for example, when websites circulated a story about a patient from the Mina al-Qamh Center in Sharqia Governorate who claimed that a lion had eaten two young children. The story spread widely before its falsity was revealed. These websites then published reports and videos refuting the story, sparking a wave of controversy among journalists and media professionals. Such incidents underscore the need for advanced technologies capable of detecting misinformation, without compromising professional and ethical standards in news reporting.