  In this paper we provide an extension of a theorem of David and Semmes ('91)
to general non-atomic measures. The result provides a geometric
characterization of the non-atomic measures for which a certain class of square
function operators, or singular integral operators, are bounded in $L^2(\mu)$.
The description is given in terms of a modification of Jones'
$\beta$-coefficients.
