Fig. 1

An overview of challenges and solutions in our machine learning application, and our analysis pipeline. a Challenges and solutions in machine learning application. b Analysis pipeline in the development and evaluation of a molecular genomic classifier to predict usual interstitial pneumonia (UIP) pattern in interstitial lung disease (ILD) patients