Photos in shared photo stream have disappeared

I have several shared photo streams. Following the last update to iPhoto, some are just fine but others display a photo count which is very different than the number of photos which now appear to be there. The count is what should actually be visible - for instance, one displays a count of 76 photos, which is what should be there and which used to be viewable. However, only 10 appear now. This is not a refresh or network latency issue. Has anyone else run into this in iPhoto and, most importantly, how do I fix it?

There might be a few questions to work through to find a solution...
My first question would be this... please advise whether yo uback up your iPhone, and if you do, is this to iCloud or to an Apple computer?

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