To balance predictive power with interpretability, we developed a refined model focused on the top nine predictors identified by the Gain metric: female age, AMH, BMI, FSH, LH, sperm concentration, sperm motility, male age, and infertility duration. The gene discussed is BRD2; the disease is Infertility.