Are items that are placed in the recycle bin on a computer are immediately deleted from the computer?

In short no. but the longer answer is well, longer. when a file is deleted from explorer, it is sent to the recycle bin. when you delete it from the recycle bin, it is gone forever. the recycle bin is like an "are you sure" thingy.