Comparing methods in a fair and informative manner is often not straightforward. Benchmark data sets, thoughtfully applied metrics and clear reporting can help. Contributors to Nature Methods will be ...

When comparing more than two means, an ANOVA F-test tells you whether the means are significantly different from each other, but it does not tell you which means differ from which other means.