A first explainable-AI-based workflow integrating forward-forward and backpropagation-trained networks of label-free multiphoton microscopy images to assess human biopsies of rare neuromuscular disease. - Riccardo Scodellaro; Jana Zschüntzsch; Anna-Kathrin Hell; Frauke Alves (Comput. Methods Programs Biomed., 2025)