def _scaling(mean_tau, sd_tau2):
    """
    Returns the chi-2 scaling factor from the mean and variance of the
    uncertainty model, as reported in equation 5.4 of Al Atik (2015)
    """
    return sd_tau2 ** 2.0 / (2.0 * mean_tau ** 2.0)
