Search Results for author: Erica Shenoy

Found 2 papers, 0 papers with code

Mind the Performance Gap: Examining Dataset Shift During Prospective Validation

no code implementations23 Jul 2021 Erkin Ötleş, Jeeheh Oh, Benjamin Li, Michelle Bochinski, Hyeon Joo, Justin Ortwine, Erica Shenoy, Laraine Washer, Vincent B. Young, Krishna Rao, Jenna Wiens

In this study, we compare the 2020-2021 ('20-'21) prospective performance of a patient risk stratification model for predicting healthcare-associated infections to a 2019-2020 ('19-'20) retrospective validation of the same model.

Exploiting structured data for learning contagious diseases under incomplete testing

no code implementations1 Jan 2021 Maggie Makar, Lauren West, David Hooper, Eric Horvitz, Erica Shenoy, John Guttag

In this work we ask: can we build reliable infection prediction models when the observed data is collected under limited, and biased testing that prioritizes testing symptomatic individuals?

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