Dr. Alexander J. Whitcombe 2025. Bridging Human Understanding and Machine Intelligence: A Comprehensive Framework for Explainable Artificial Intelligence Across Symbolic, Probabilistic, and Deep Learning Paradigms . International journal of data science and machine learning. 5, 02 (Jul. 2025), 426–431.