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Repeated K-Fold Cross Validation. A repeated 10-fold CV was applied. The 10-fold CV works by dividing the training data into 10 equal parts. These parts are iterated through 10 times. During each iteration, 9 of the 10 parts are treated as training data, and the remaining 10 th part as the validation set. The performance metrics are measured after each iteration. At the end, accuracy and kappa values are computed as measures of model performance. The above procedure is repeated 10 times.

Repeated K-Fold Cross Validation. A repeated 10-fold CV was applied. The 10-fold CV works by dividing the training data into 10 equal parts. These parts are iterated through 10 times. During each iteration, 9 of the 10 parts are treated as training data, and the remaining 10 th part as the validation set. The performance metrics are measured after each iteration. At the end, accuracy and kappa values are computed as measures of model performance. The above procedure is repeated 10 times.

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Cardiotocography has been used to record and monitor fetal heartbeat and uterine contractions, both antepartum and intrapartum for several decades now, albeit not without considerable controversy. The International Federation of Obstetrics and Gynecology (FIGO) guidelines were the first set of universally accepted classification guidelines for CTG...

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... training data was subject to a 10-fold Cross validation repeated 10 times (Fig. 4). ...