Scientific Reports published a 2025 study demonstrating how self-healing silicon-based anodes can advance Li-ion battery performance. Using neural networks and SHAP analysis, Moazzenzadeh’s team identified key polymer binder features that promote capacity retention, offering a tangible example for enhancing energy storage in modern applications.