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websites like arxiv.org host both published and unpublished articles

Good point. Are there any reliable stats about what makes it from pre-print to full publication?

There probably are, but I'm not aware of them. I've seen some pretty wacky stuff on arxiv before. There's a lot of gold in it, but a lot of stuff they don't quality-check as well.

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I didn't even know they did any checks!

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