Beyond Binary Detection: A Multi-Dimensional Taxonomy of Cancer Misinformation on Reddit
arXiv cs.CL 18 hours ago
Researchers developed a seven-dimensional taxonomy to classify cancer misinformation in Reddit discussions and evaluated large language models on their ability to detect these false claims across communities. Cancer misinformation comprised approximately 6% of Reddit cancer discussions, with notable variation across different cancer types and communities. The taxonomy and annotated dataset enable more nuanced detection of cancer misinformation narratives involving unsupported treatments and distrust of conventional medicine.