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. 2026 May 31;19(6):878. doi: 10.3390/ph19060878
COX-2 Cyclooxygenase-2
RFC Random Forest Classifier
DL Deep learning
GNN Graph neural network
GAT Graph Attention Network
GCN Graph Convolutional Network
MPNN Message Passing Neural Network
TCM Traditional Chinese Medicine
CRC Colorectal cancer
ML Machine learning
MOA Mechanisms of action
ECFP Extended connectivity fingerprint
RFC_ECFP RFC with ECFPs as model’s input
DL_ECFP DL with ECFPs as model’s input
RFC_graph RFC with molecular graphs as model’s input
AP Average Precision
AUC The highest Area Under the Curve
ROC The Receiver Operating Characteristic
TN True negative
FP False positive
DL_ECFP_r DL model using dimensionality-reduced ECFP
DL_graph_r DL model using dimensionality-reduced molecular graph
DL_ECFP_graph DL model using combination of ECFP and molecular graph
RFC_ECFP_r RFC model using dimensionality-reduced ECFP
RFC_graph_r RFC model using dimensionality-reduced molecular graph
RFC_ECFP_graph RFC model using a combination of ECFP and molecular graph
ECE Expected Calibration Error