NB: The toy math example to show how calculations of False Discovery Rate lead to bias in favor of false positives, an error has been corrected. Corrections and changes are in bold. The original article references to ‘false positive rate’ will also be updated to ‘false discovery rate’. We thank our readers for catching those errors!