There isn't a single answer to this question.
The only way to determine what works best is profiling the app in production, with real users doing real things. This is time-consuming, so it's probably something you'll do only if you find the app is slow
The risk of a too-high number is that a query with a lot of parameters retrieving a range of records for each one might be harder on the DB than a few smaller queries.
Also, if you are not using all the collections that you have referenced (for example, if you retrieved a list of PostCategories, but you only show the Posts for one of them), you might be loading a lot of data unnecessarily.
My advice is to start with something like 20 or 50(*) and make it higher only if you often find yourself needing more than twice that number of collections loaded concurrently.
(*): yes, I did pull those numbers off my butt. 50 is what I currently use by default.