Evaluating the Impact of Social Determinants on Health Prediction in the Intensive Care Unit

no code implementations • 22 May 2023 • Ming Ying Yang, Gloria Hyunjung Kwak, Tom Pollard, Leo Anthony Celi, Marzyeh Ghassemi

Social determinants of health (SDOH) -- the conditions in which people live, grow, and age -- play a crucial role in a person's health and well-being.

Fairness

Predicting Hyperkalemia in the ICU and Evaluation of Generalizability and Interpretability

no code implementations • 16 Jan 2021 • Gloria Hyunjung Kwak, Christina Chen, Lowell Ling, Erina Ghosh, Leo Anthony Celi, Pan Hui

While hyperkalemia is often a complication of acute kidney injury (AKI), it also occurs in the absence of AKI.

Model Selection

DeepHealth: Review and challenges of artificial intelligence in health informatics

no code implementations • 1 Sep 2019 • Gloria Hyunjung Kwak, Pan Hui

The demand for it in health informatics is also increasing, and we can expect to see the potential benefits of its applications in healthcare.