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. How to validate Machine Learning Models Prior to Deployment: Silent trial protocol for evaluation of real-time models at ICU. In Gerardo Flores, George H. Chen, Tom J. Pollard, Joyce C. Ho, Tristan Naumann, editors, Conference on Health, Inference, and Learning, CHIL 2022, 7-8 April 2022, Virtual Event. Volume 174 of Proceedings of Machine Learning Research, pages 169-182, PMLR, 2022. [doi]

Abstract

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