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Table 1.

Baseline characteristics of the study population.

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Table 1 Expand

Table 2.

The areas under the receiver operating characteristic curve (AUC) for the random forest.

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Table 2 Expand

Fig 1.

Random forest variable importance for PTB 1–4 (oversampled data).

PTB 1—PTB with preterm premature rupture of membranes (PPROM) only; PTB 2—PTB with spontaneous preterm labor without PPROM; PTB 3—PTB 1 or PTB 2; PTB 4—PTB 3 or other indicated PTB due to maternal or fetal indications. PTB = preterm birth; CHD = congenital heart disease.

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Fig 1 Expand

Fig 2.

SHAP value of the prediction model for PTB 4.

PTB 4 indicated PTB with preterm premature rupture of membranes or spontaneous preterm labor or other indicated PTB due to maternal or fetal indications. PTB = preterm birth; CHD = congenital heart disease.

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Fig 2 Expand

Table 3.

Random forest variable importance of prediction model for PTB 4.

PTB 4 indicated PTB with preterm premature rupture of membranes or spontaneous preterm labor or other indicated PTB due to maternal or fetal indications.

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Table 3 Expand

Fig 3.

SHAP value of arrhythmia subgroup.

AF = atrial fibrillation; AFL = atrial flutter; SVT = supraventricular tachycardia; WPW = Wolff-Parkinson-White syndrome; VA = ventricular arrhythmia; SSS = sick sinus syndrome.

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Fig 3 Expand

Table 4.

Subgroup analysis of arrhythmia.

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Table 4 Expand