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Median and range really says fairly little about the distribution.

Well yes. Yet, since there are so many unknown variables it does not seem incorrect to assume the maximum entropy distribution - Gamma.

It's already an outlier event, it's worth considering the worst cases w.r.t. asking where people have been to determine exposure.

Sure, edited out. Thanks