Sample Standard Deviation
Spread around the sample mean, dividing by n minus 1. Not the average deviation, not the standard error, and the sigma a sample-size calculation needs.
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Cross-Validation (CV)
On one dataset, five-fold CV ranges from 0.47 to 0.62 across split seeds. A separate ten-fold simulation illustrates why naive fold error bars can be too small.