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Machine learning model performance in the testing cohort. A–F: area under the receiver operating characteristics curves (AUC) for clinical and machine learning models with respective performance metrics. Extreme gradient boost tree was used to build the birth weight and the gestational age models. NPV, negative predictive value; PPV, positive predictive value.
