https://www.johndcook.com/blog/2011/09/01/multivariate-normal-shell/
a multivariate normal in d dimensions with d large has roughly 95% of its probability mass in a shell of radius √d with thickness 4, two standard deviations either side of √d. (I'm approximating anyway, so I approximated √(d-1) as √d to make the conclusion a little simpler.)
_- Steve
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