I think just the opposite. Assume it is a crime first.
That will serve you well, but I don’t think that’s most people’s state of mind when something like that happens right in front of them. Perhaps it should be.
Most of us are thinking of those in need of help at a moment like that.
Being aware of how things are these days, I’d be watching for key indicators from the occupant of the vehicle.