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Finally, to investigate whether our proposed method could facilitate multicenter radiomics analysis, we built the lasso classifier to distinguish short-term from long-term survivors based on a certain group in dataset#4, and validate it in another two groups, which formed a cross-validation between groups in dataset#4. RESULTS After normalization, the percentage of aligned features between domains A vs T, B vs T, and C vs T increased from 10.4 %, 18.2%, and 50.1% to 93.5%, 89.6%, and 77.9%, respectively. In the cross-validation results,