The usage of the radius-luminosity (R-L) relation for the determination of black hole masses across the cosmic history, as well as its application for cosmological studies, motivates us to analyze its scatter, which has recently increased significantly for both the optical (H{beta}) and UV (MgII) lines. To this purpose, we determined the scatter along the R-L relation for an up- to-date reverberation-mapped MgII sample. Studying linear combinations of the luminosity at 3000{AA} with independent parameters such as the FWHM, the UV FeII strength (R FeII ), and the fractional variability (F var) for the whole sample, we get only a small decrease in the scatter ({sigma}rms=0.29-0.30dex). Linear combinations with the dimensionless accretion rate (M) and the Eddington ratio lead to significant reductions of the scatter ({sigma}rms~0.1dex), albeit both suffering from the interdependency on the observed time delay. After the division into two subsamples considering the median value of the M in the full sample, we find that the scatter decreases significantly for the highly accreting subsample. In particular, the smallest scatter of {sigma}rms=0.17dex is associated with the independent parameter R FeII, followed by the combination with F var with {sigma}rms=0.19dex. Both of these independent observationally inferred parameters are in turn correlated with M and L_bol_/L_Edd_. These results suggest that the large scatter along the R-L relation is driven mainly by the accretion rate intensity.

Cone search capability for table J/ApJ/903/86/tableb1 (Observational properties for the full sample)