Raw powdered turmeric in capsules, sometimes combined with the more expensive brands like New Chapter's Turmeric force....which combines the raw powdered herb with a couple of different types of extracts.

I would never use just an extract because as you say, I doubt it would have exactly the same effects. Extracts assume that a particular chemical is the only active ingredient and in many herbs, there are dozens if not hundreds of active compounds....