The MAME directory entries in your File Allocation Tables were probably corrupt, and then converted to files or hidden during chkdsk during bootup.
Look for hidden system folders in the root of your drive. This happened to me and I was able to recover some of my files from hidden folders in my root drive called "found.000" etc.
Good luck