That was a problem in the early days. Expert systems could support root-cause analysis or justify themselves whereas neural nets couldn't. The new things are close to neural nets in operation. I'm doubting they can do it by default given that. Be interesting to see if anything is developed along those lines given work such as visualization of various layers of deep learning in pattern recognition.