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The timely intervention and the results of VEEG are valuable for the assessment of the prognosis of critically ill preterm infants as raw data. However, the use of VEEG to screen clinically suspicious PVL preterm infants is a new attempt, and although good results have been achieved in foreign countries, this study has been conducted only recently in China and requires further exploration.This study aimed to provide effective methods for the identification of surgeries with high cancellation risk based on machine learning models and anal