Yep - your oven needs a new thermocouple....this is a device that the oven flame plays onto, and it sends a signal to the gas valve to keep the gas flowing once its lit.  Its a safety device that shuts the gas off should the oven blow out.  Time to call out a registered fitter, I'm afraid.
                 John
                
 June 2008