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@paulcox in my opinion, regardless of whatever scoring logic, there's always a chance or possibility that you might miss something.

So instead of intelligently rearranging the posts based on some score, Catch-up shows everything, provides email-like interface for fast scanning and lets you sort and filter in any way you like. It's more manual work but you have high visibility over the whole list and not having to worry that some posts are hidden from you.