MIMIC-CXR-JPG, a large publicly available database of labeled chest radiographs

no code implementations • 21 Jan 2019 • Alistair E. W. Johnson, Tom J. Pollard, Nathaniel R. Greenbaum, Matthew P. Lungren, Chih-ying Deng, Yifan Peng, Zhiyong Lu, Roger G. Mark, Seth J. Berkowitz, Steven Horng

Chest radiography is an extremely powerful imaging modality, allowing for a detailed inspection of a patient's thorax, but requiring specialized training for proper interpretation.

Generalizability of predictive models for intensive care unit patients

1 code implementation • 6 Dec 2018 • Alistair E. W. Johnson, Tom J. Pollard, Tristan Naumann

A large volume of research has considered the creation of predictive models for clinical data; however, much existing literature reports results using only a single source of data.

False arrhythmia alarm reduction in the intensive care unit

no code implementations • 11 Sep 2017 • Andrea S. Li, Alistair E. W. Johnson, Roger G. Mark

Research has shown that false alarms constitute more than 80% of the alarms triggered in the intensive care unit (ICU).

Dynamic Time Warping Specificity