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I don't think the standard deviation of the mean (aka "standard error")
is what is needed here. The st. dev. of the mean tells you how well you
know the mean value, but that isn't what is important. You want the
effect of the variation of the individual trials, which is related to
the plain old standard deviation.
Now that you point this out, I'm not sure what to do.