Resources
Challenge Restricted Access
WiDS (Women in Data Science) Datathon 2020: ICU Mortality Prediction
Meredith Lee, Jesse Raffa, Marzyeh Ghassemi, Tom Pollard, Sharada Kalanidhi, Omar Badawi, Karen Matthys, Leo Anthony Celi
mortality risk data science kaggle challenge icu predictive analytics women in data science
Published: Jan. 22, 2020. Version: 1.0.0
Challenge Open Access
Reducing False Arrhythmia Alarms in the ICU: The PhysioNet/Computing in Cardiology Challenge 2015
The 2015 PhysioNet/CinC Challenge aims to encourage the development of algorithms to reduce the incidence of false alarms in the Intensive Care Unit (ICU).
false alarm arrhythmia challenge multiparameter icu critical care tachycardia
Published: Feb. 15, 2015. Version: 1.0.0
Database Contributor Review
HiRID, a high time-resolution ICU dataset
Martin Faltys, Marc Zimmermann, Xinrui Lyu, Matthias Hüser, Stephanie Hyland, Gunnar Rätsch, Tobias Merz
clinical intensive care icu high resolution machine learning critical care
Published: Feb. 18, 2021. Version: 1.1.1
Database Credentialed Access
GOSSIS-1-eICU, the eICU-CRD subset of the Global Open Source Severity of Illness Score (GOSSIS-1) dataset
Jesse Raffa, Alistair Johnson, Tom Pollard, Omar Badawi
icu critical care severity of illness global gossis apache mortality prediction benchmarking
Published: July 20, 2022. Version: 1.0.0
Challenge Open Access
Predicting Mortality of ICU Patients: The PhysioNet/Computing in Cardiology Challenge 2012
The focus of the PhysioNet/CinC Challenge 2012 is to develop methods for patient-specific prediction of in-hospital mortality. Participants will use information collected during the first two days of an ICU stay to predict which patients survive the…
mortality prediction mimic challenge ehr
Published: Jan. 20, 2012. Version: 1.0.0
Database Credentialed Access
Synthetic Acute Hypotension and Sepsis Datasets Based on MIMIC-III and Published as Part of the Health Gym Project
Nicholas Kuo, Simon Finfer, Louisa Jorm, Sebastiano Barbieri
sepsis machine learning acute hypotension reinforcement learning synthetic dataset generative modelling wasserstein generative adversarial network
Published: Feb. 23, 2022. Version: 1.0.0
Database Open Access
MIMIC Database
The MIMIC Database includes data recorded from over 90 ICU patients. The data in each case include signals and periodic measurements obtained from a bedside monitor as well as clinical data obtained from the patient's medical record. The recordi…
health record mimic ehr icu critical care
Published: March 15, 2000. Version: 1.0.0
Visualize waveformsDatabase Credentialed Access
MIMIC-III Clinical Database
Alistair Johnson, Tom Pollard, Roger Mark
MIMIC-III is a large, freely-available database comprising deidentified health-related data associated with over forty thousand patients who stayed in critical care units of the Beth Israel Deaconess Medical Center between 2001 and 2012. The databas…
clinical intensive care machine learning critical care natural language processing
Published: Sept. 4, 2016. Version: 1.4
Database Credentialed Access
Curated Data for Describing Blood Glucose Management in the Intensive Care Unit
Aldo Robles Arévalo, Roselyn Mateo-Collado, Leo Anthony Celi
insulin replacement therapy glycemic control critical care
Published: April 19, 2021. Version: 1.0.1
Database Credentialed Access
eICU Collaborative Research Database
Tom Pollard, Alistair Johnson, Jesse Raffa, Leo Anthony Celi, Omar Badawi, Roger Mark
telemedicine icu critical care
Published: April 15, 2019. Version: 2.0