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http://www.hilemansblog.com/?tag=root-sum-of-squares and https://www.westgard.com/lesson35.htm#6

I didn't read through them carefully (kind of busy with school), but skimming through them quickly, it appears that the square root of the sum of the variances of the individual distributions is correct.