#' @param all_statistics A logical value, default \code{FALSE}. The
#' default will return a bunch of quantiles based on the
#' collection of bootstrapped values, which can be used when we
#' need estimates for the confidence intervals.
#' \code{all_statistics} equals \code{TRUE} will in addition
#' return a bunch of statistics related to the distribution of the
#' bootstrapped values.
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