A machine learning-based classification model for interstitial lung disease in rheumatoid arthritis.

For each feature, a clear trend was observed: red dots (high feature values) clustered on the right (positive SHAP values) and blue dots (low feature values) on the left (negative SHAP values), demonstrating a positive association between the feature and the predicted risk of RA-ILD.

also in 19,460 other papers

Variables demonstrating a trend toward significance on univariate analysis were subjected to LASSO regression, and feature variables were ultimately identified.

also in 3,729 other papers