Sabir, A. et al. 2026. The Confidence Trap: Gender Bias and Predictive Certainty in LLMs. Proceedings of the AAAI Conference on Artificial Intelligence. 40, 46 (Mar. 2026), 39173–39181. DOI:https://doi.org/10.1609/aaai.v40i46.41265.