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. 2025 Jul 30;17(15):2083. doi: 10.3390/polym17152083
PI polyimide
Tg glass transition temperature
ML machine learning
MD molecular dynamics
QSPR quantitative structure–property relationships
LASSO Least Absolute Shrinkage and Selection Operator
XGB eXtreme Gradient Boosting
ANN Artificial Neural Network
DNN Deep Neural Network
ET Extra Trees
GBDT Gradient Boosting Decision Tree
LGBM Light Gradient Boosting Machine
AB AdaBoost regression
CATB Categorical Boosting
GPR Gaussian Process Regression
R2 coefficient of determination
MAE mean absolute error
RMSE root mean square error
SHAP SHapley Additive exPlanations