To mitigate potential class imbalance, the dataset was increased to 620 samples using the Synthetic Minority Over-sampling Technique (SMOTE). Machine learning models including Logistic Regression (LR) ...

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Liang et al. used a complex DLRN model based on ResNet 34 combined with multiple other algorithms (mRMR+LASSO+SVM+SMOTE) to predict lung metastases, achieving an AUC of 0.833, with sensitivity and ...

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