How to validate Machine Learning Models Prior to Deployment: Silent trial protocol for evaluation of real-time models at ICU

Sana Tonekaboni, Gabriela Morgenshtern, Azadeh Assadi, Aslesha Pokhrel, Xi Huang, Anand Jayarajan, Robert Greer, Gennady Pekhimenko, Melissa D. McCradden, Mjaye Mazwi, Anna Goldenberg

Abstract: Rigorous evaluation of ML models prior to deployment in hospital settings is critical to ensure utility, performance, and safety. In addition, a guarantee of the usability of such tools requires ca...