Is my Social Security Disability case over if I lose my hearing?

It's not. You can appeal to the Appeals Council. Although it is difficult to win at this level, it happens all the time. I win Appeals Council appeals all the time and get new hearings. Your chances are decent you will win your new hearing when it's remanded (set back for a new hearing) for a new hearing.