The wrong understanding is opposite to the correct understanding, and the boundary between true and false cannot be confused. A and B are wrong. Scientific understanding guides the continuous development of truth in practice, and C is wrong. Truth, knowledge and fallacy are interdependent and mutually transformed, and only D meets the meaning of the question.