Fraction of He-dominated white dwarfs (f_He) as a function of the effective temperature (T_eff). The red solid line is the best spectral evolution prior estimated from J-PLUS photometry. The red area encloses 68% of the solutions. The green and red dots show the values obtained from the posteriors estimated without and with the spectral evolution self-consistent prior applied, respectively.