Obstruction risk from common ultrasound parameters in pediatric hydronephrosis with machine learning.

Coupled with machine learning, routine ultrasound findings can improve the criteria to determine in which children with isolated hydronephrosis a diuretic renogram can be safely avoided. Further optimization and validation are required prior to implementation into clinical practice.