PT Journal AU Gariazzo, S Mena, O TI Cosmology-marginalized approaches in Bayesian model comparison: The neutrino mass as a case study SO Physical Review D JI Phys. Rev. D PY 2019 BP 021301 EP 6pp VL 99 IS 2 DI 10.1103/PhysRevD.99.021301 LA English AB We propose here a novel method which singles out the a priori unavoidable dependence on the underlying cosmological model when extracting parameter constraints, providing robust limits which only depend on the considered dataset. Interestingly, when dealing with several possible cosmologies and interpreting the Bayesian preference in terms of the Gaussian statistical evidence, the preferred model is much less favored than when only two cases are compared. As a working example, we apply our approach to the cosmological neutrino mass bounds, which play a fundamental role not only in establishing the contribution of relic neutrinos to the dark matter of the Universe but also in the planning of future experimental searches of the neutrino character and of the neutrino mass ordering. ER