3D $R$ parameters as a function of $k_{\rm T}$ for pion (empty circles) and kaon (full circles) pairs. Statistical (bars) and systematic (rectangles) uncertainties are shown. Points are shifted with respect to the 0$-$20% multiplicity class along the $x$ axis for clarity.