I agree do not give up on hatching. Goslings are very hard to hatch and survive. You did it with the gosling!!!! Good for you!
Yes, do get mom to get that membrane off that gosling A.S.A.P. You can also take the gosling and put warm water on it and gently rub on it while under the warm not hot...