The Thaumonomicon will save all your discoveries. It can be crafted with 4 Discoveries around a book in the middle or 8 fragments around a book. When you have a thaumonomicon you can just open your discoveries and then they will be saved in your thaumonomicon so you can just research your discoveries again and hope for better.