Don’t use the autosaved version, which is stored temporarily in a different location and has the word “repaired” usually appended to the previous title. Try manually opening the actual file from where your project is located (the same one you presumably saved before shotcut closed down) by using file → open from inside shotcut.
And for future reference, save your project often with different names (to avoid this kind of pain). Better late than never!