High-performance pediatric surgical risk calculator: A novel algorithm based on machine learning and pediatric NSQIP data.

Backgrounds: New methods such as machine learning could provide accurate predictions with little statistical assumptions. We seek to develop prediction model of pediatric surgical complications based on pediatric National Surgical Quality Improvement Program(NSQIP).

Methods: All 2012-2018 pediatric-NSQIP procedures were reviewed.