Enhancing interpretability and accuracy of AI models in healthcare: a comprehensive review on challenges and future directions. - Mohammad Ennab; Hamid Mcheick (Frontiers Robotics AI, 2024)

Advancing AI Interpretability in Medical Imaging: A Comparative Analysis of Pixel-Level Interpretability and Grad-CAM Models. - Mohammad Ennab; Hamid Mcheick (Mach. Learn. Knowl. Extr., 2025)

Enhancing Pneumonia Diagnosis Through AI Interpretability: Comparative Analysis of Pixel-Level Interpretability and Grad-CAM on X-ray Imaging With VGG19. - Mohammad Ennab; Hamid Mcheick (IEEE Open J. Comput. Soc., 2025)