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
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
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
Database 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
MIMIC-III - SequenceExamples for TensorFlow modeling
Jonas Kemp, Kun Zhang, Andrew Dai
tensorflow sequence modeling machine learning deep learning
Published: Sept. 29, 2020. Version: 1.0.0
Database Open Access
Cerebral perfusion and cognitive decline in type 2 diabetes
Vera Novak, Rodrigo Quispe, Charles Saunders
Published: Aug. 5, 2022. Version: 1.0.1
Visualize waveformsDatabase Restricted Access
Hospitalized patients with heart failure: integrating electronic healthcare records and external outcome data
Zhongheng Zhang, Linghong Cao, Yan Zhao, Ziyin Xu, Rangui Chen, Lukai Lv, Ping Xu
heart failure china electronic health record
Published: May 22, 2022. Version: 1.3
Database Credentialed Access
MIMIC-III and eICU-CRD: Feature Representation by FIDDLE Preprocessing
Shengpu Tang, Parmida Davarmanesh, Yanmeng Song, Danai Koutra, Michael Sjoding, Jenna Wiens
preprocessing machine learning electronic health record
Published: April 28, 2021. Version: 1.0.0
Challenge Open Access
Early Prediction of Sepsis from Clinical Data: The PhysioNet/Computing in Cardiology Challenge 2019
Matthew Reyna, Chris Josef, Russell Jeter, Supreeth Shashikumar, Benjamin Moody, M. Brandon Westover, Ashish Sharma, Shamim Nemati, Gari D. Clifford
Published: Aug. 5, 2019. Version: 1.0.0
Challenge Open Access
Detecting and Quantifying Apnea Based on the ECG: The PhysioNet/Computing in Cardiology Challenge 2000
Obstructive sleep apnea (intermittent cessation of breathing) is a common problem with major health implications, ranging from excessive daytime drowsiness to serious cardiac arrhythmias. Obstructive sleep apnea is associated with increased risks of…
Published: Feb. 10, 2000. Version: 1.0.0