We developed an explainable RF model to distinguish citrin deficiency from non‐specific abnormalities with elevated urinary 4‐HPLA and 4‐HPPA, achieving excellent performance in internal and external validations to support clinical diagnosis. Here, SLC25A13 is linked to hyperinsulinemic hypoglycemia, familial, 4.