The XGB prediction model finally obtained the 8 most important features, in the order of importance from high to low as follow: preoperative Hb, operation time, anterior wall thickness of the lower segment of the uterus, uterine weakness, preoperative fetal heart, placenta previa, ASA grade, and uterine contraction promoting drugs. This evidence concerns the gene GSTM1 and placenta praevia.