Compared to women in the development set, women in the temporal validation set exhibited higher pre-pregnancy BMI and BMI at delivery, lower weight gain during pregnancy, elevated prevalence of gestational diabetes mellitus, longer interval time of pregnancies, increased incidences of cervical ripening and oxytocin administration, and reduced incidence of spontaneous labor onset. Here, OXT is linked to gestational diabetes.