There is no URL parameter to restrict that page to specific nodes. You can set it for individual forums, but that will affect the original What's New link, not create a new one:
Admin CP -> Applications -> Display Node Tree -> [click the forum]
> Forum Options : Include threads from this forum when users click "What's New?"