Nias, J. (2026) “LLM Forensic Evaluation: Diagnosing Actionability, Uncertainty, and Human Comprehension in High-Stakes Outputs”, Proceedings of the AAAI Symposium Series, 8(1), pp. 74–82. doi: 10.1609/aaaiss.v8i1.42520.