Dr. Melorina V. Strakhovskaya; Dr. Kostelia P. Vorontsenko. Bridging the Cognitive Gap: A Comparative Analysis of Contrastive and Feature-Based Explainability in High-Stakes Artificial Intelligence Systems. ijmef 2025, 5, 63-68.