DEPLOYR: a technical framework for deploying custom real-time machine learning models into the electronic medical record.

ABSTRACT:

Objective

Heatlhcare institutions are establishing frameworks to govern and promote the implementation of accurate, actionable, and reliable machine learning models that integrate with clinical workflow. Such governance frameworks require an accompanying technical framework to deploy models in a resource efficient, safe and high-quality manner. Here we present DEPLOYR, a technical framework for enabling real-time deployment and monitoring of researcher-created models into a widely used electronic medical record system.

Materials and methods

We discuss core functionality and design decisions, including mechanisms to trigger inference based on actions within electronic medical record software, modules that collect real-time data to make inferences, mechanisms that close-the-lo

SUBMITTER: Corbin CK 

PROVIDER: S-EPMC10436147 | biostudies-literature | 2023 Aug

REPOSITORIES: biostudies-literature