“…The recent availability of pollution exposure data with high geographical resolution in Italy has prompted the construction of a multivariate statistical model for estimating lung cancer mortality by predictors in the context of ecological design. The data demonstrate the central significance of environmental factors in lung cancer risk (Borgoni et al , 2011; Maggiore et al , 2020; Gariazzo et al , 2021; Voltattorni et al , 2023). Identifying environmental and occupational lung cancer risk factors is vital for enhancing understanding of the disease's origin, hence increasing the fairness of the welfare system.…”