Mechanism-based explanation seeks to understand phenomena by detailing the underlying processes and interactions that produce them, offering a deeper comprehension than mere correlation or association. This approach is widely used in fields like biology, social sciences, and engineering to provide a causal understanding that facilitates prediction and intervention.