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The severe and nonsevere models' prediction performances were better than that of the mixed model. The mean squared errors were lower than 0.05 l , and the decision coefficients (R ) were higher than 0.40. The two-tailed t-test results showed that for both severe and nonsevere models, the absolute percentage errors of FEV and FVC were within 10%. Our study shows the feasibility of predicting the pulmonary function indexes FEV and FVC with demographic and inflammatory parameters when the pulmonary function test fails to be implemente