Binned scatter plots of photo-z obtained from our model Z_PICZL versus spectroscopic redshift Z_spec , for sources classified as type point-like (PSF, left) and extended (EXT, right). Each plot includes identity and two lines denoting the outlier boundary of $\frac{\mid z_{\text{phot\hspace{0.17em}}}-z_{\text{spec\hspace{0.17em}}}\mid }{\left(1+z_{\text{spec\hspace{0.17em}}}\right)}>0.15$. Normalized residuals and trend lines and errors are shown in the bottom panels, aiding in the visualization of systematic deviations across the redshift range.