Employing a model democracy in which each model is equally weighted may lead to a poor estimation of the true uncertainty in climate projections from phase 6 of the Coupled Model Intercomparison Project (CMIP6). The improvement and increase in number of CMIP6 models compared with previous phases of CMIP indicate that both model skill and independence need to be considered to provide convincing projections. In this study, we use a weighting scheme, which weights both the skill and independence of multi-model simulations, to efficiently constrain the large uncertainty in the projection of the timing of an ice-free Arctic. The uncertainty-constrained projections of CMIP6 show that the multi-model spread of the projected first year of an ice-fr...