"New" Topics Disappearing?

I mainly browse scripts from the New Topics tab so that I don’t miss anything that may be pushed down on the regular category page. It seems like some topics in my New Topic category that I haven’t clicked on yet, has disappeared.

Is there any way to change the settings for that not to happen and is there a way to figure out which topics I missed?

This might help How to sort latest topics by date created