Machine Learning Models to Predict Restriction from Spirometry

Clinical prediction models and code used in "Development and External Validation of a Machine Learning Model to Predict Restriction from Spirometry" by Alexander T. Moffett, Aparna Balasubramanian, Meredith C. McCormack, Jaya Aysola, Lyle H. Ungar, Scott D. Halpern, and Gary E. Weissman.

Manuscript

Development and External Validation of a Machine Learning Model to Predict Restriction from Spirometry

Models

Logistic Regression

Random Forest

Boosted Tree

Code

main.Rmd

functions.R

data.R

models.R