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. 2026 Aug 27;27(17):7688. doi: 10.3390/ijms27177688
GDA Generative Data Augmentation
GDA-Pred GDA-Prediction system
IL-6 Interleukin-6
IL-13 Interleukin-13
ACP Anticancer Peptide
AIP Anti-Inflammatory Peptide
Th-2 T-helper 2
Th17 T-helper 17
ML Machine Learning
DL Deep Learning
GAN Generative Adversarial Network
DM Diffusion Model
VAE Variational AutoEncoder
SMOTE Synthetic Minority Oversampling Technique
KDE Kernel Density Estimation
LGBM Light Gradient Boosting Machine
XGB eXtreme Gradient Boosting
RF Random Forest
SVM Support Vector Machine
LR Logistic Regression
NB Naive Bayes
KNN k-Nearest Neighbor
CNN Convolutional Neural Network
LSTM Long Short-Term Memory
KL Kullback–Leibler
NW Needleman–Wunsch
NW-RR NW-based redundancy removal
PIR Performance Increase Ratio
AR Augmentation Ratio
PT Probability Threshold
SEN Sensitivity
SPE Specificity
PRE Precision
MCC Matthews correlation coefficient
AUC Area Under Curve
UMAP Uniform Manifold Approximation and Projection