What are Hydrogenated Oils? We know that they’re bad but what are they?

Most of us have heard that hydrogenated oils are bad for us but what are they and why is it important to get them out of our diets? I’m reading an interesting book called Conquering Any Disease by Jeff Primack. This is how he describes hydrogenated oils.
“Most packaged food will contain hydrogenated oils to enhance [...]