Search Results for author: Arun Nethi

Found 2 papers, 0 papers with code

Parkland Trauma Index of Mortality (PTIM): Real-time Predictive Model for PolyTrauma Patients

no code implementations7 Oct 2020 Adam J. Starr, Manjula Julka, Arun Nethi, John D. Watkins, Ryan W. Fairchild, Michael W. Cripps, Dustin Rinehart, Hayden N. Box

By evolving with the patient's physiologic response to trauma and relying only on EMR data, the PTIM overcomes many of the limitations of prior mortality risk models.

Decision Making Mortality Prediction +1

ISTHMUS: Secure, Scalable, Real-time and Robust Machine Learning Platform for Healthcare

no code implementations29 Sep 2019 Akshay Arora, Arun Nethi, Priyanka Kharat, Vency Verghese, Grant Jenkins, Steve Miff, Vikas Chowdhry, Xiao Wang

There are multiple reasons why integrating ML models into healthcare has not been widely successful, but from a technical perspective, general-purpose commercial machine learning platforms are not a good fit for healthcare due to complexities in handling data quality issues, mandates to demonstrate clinical relevance, and a lack of ability to monitor performance in a highly regulated environment with stringent security and privacy needs.

BIG-bench Machine Learning

Cannot find the paper you are looking for? You can Submit a new open access paper.