Early Fake News Detection Using Linguistic Features: A Comparative Study of Machine Learning and Transformer Models. (2026). Conference Proceedings in Science and Management, 1(1), 57-60. https://doi.org/10.68337/cpsm.v1.i1.2026-014 (Original work published 2026)