Not in writing, but in speech, you’ll find people beginning an explanation with “I mean, …”
That strikes me odd. They do it even if they have not yet said anything that needs clarification. Listen for it, especially in interviews with experts. It seems to happen mostly with the educated, when explaining something to lesser mortals. But I’m not at all certain about that pattern.
Darrin Bell and Theron Heir