A study used XGBoost algorithm to establish a predictive model for natural miscarriage after in vitro fertilization and embryo transfer, which featured female age, ovarian structural abnormalities, lactation, anti-Mullerian hormone, activated partial thromboplastin time, anticardiolipin antibodies, and thyroid peroxidase antibodies. The gene discussed is TPO; the disease is Miscarriage.