The features selected automatically by the FSRML model include age, smoking or frequent passive smoking, significant psychological stress in the past year, occupational exposure (presence of air pollution in the work environment), presence of chronic lung disease, family history of lung cancer, elevated levels of albumin, and elevated levels of carcinoembryonic antigen. Here, CEACAM5 is linked to chronic lung disease.