A potential outcome approach to causal inference is used to infer the average exposure-response curve describing the relationship between daily temperature and daily mortality in the city of San Sebastian (Spain) for the period 2010-2015. The analysis relies on the estimate of the generalized propensity score and specification of a model for potential outcomes. The impact of extreme temperatures on population health is also provided, in terms of attributable deaths.