Hi ZhegYu Y,
What Dynatrace marks as a root cause is determined by the AI. More reading and exact definitions can be found here: https://help.dynatrace.com/problem-resolution/root...
Essentially, the root cause column contains info about services or entities from the environment that the AI has marked as having started the effects of what is experienced during the problem.
Hope this helps!