You haven't given an example image. so this is speculation.
One simple method you could do is to erode the image.This should result in the non-bold text being removed, leaving only the bold text (now thinner) to be passed through to the OCR stage.
From above link (because who doesn't like images):Image may be NSFW.
Clik here to view.
