Resources


Database Credentialed Access

Eye Gaze Data for Chest X-rays

Alexandros Karargyris, Satyananda Kashyap, Ismini Lourentzou, Joy Wu, Matthew Tong, Arjun Sharma, Shafiq Abedin, David Beymer, Vandana Mukherjee, Elizabeth Krupinski, Mehdi Moradi

This dataset was a collected using an eye tracking system while a radiologist interpreted and read 1,083 public CXR images. The dataset contains the following aligned modalities: image, transcribed report text, dictation audio and eye gaze data.

chest audio convolutional network eye tracking multimodal explainability heatmap chest x-ray cxr deep learning radiology machine learning

Published: Sept. 12, 2020. Version: 1.0.0

Database Open Access

NCH Sleep DataBank: A Large Collection of Real-world Pediatric Sleep Studies with Longitudinal Clinical Data

Harlin Lee, Boyue Li, Yuejie Chi, Simon Lin

The NCH Sleep DataBank includes 3,984 pediatric sleep studies on 3,673 unique patients conducted at Nationwide Children's Hospital between 2017 and 2019. It contains polysomnography (PSG), clinical annotations, and longitudinal clinical data.

ehr ecg eeg polysomnography pediatrics clinical decision support sleep study electronic health records sleep disorders

Published: May 19, 2021. Version: 0.1.0

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Challenge Open 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

WiDS (Women in Data Science) Datathon 2020: ICU Mortality Prediction focuses on patient health. Join a team, explore the data, and share your insights: http://bit.ly/WiDSdatathon2020

mortality risk challenge icu data science kaggle predictive analytics women in data science

Published: Jan. 22, 2020. Version: 1.0.0

Database Open Access

Simultaneous physiological measurements with five devices at different cognitive and physical loads

Marcus Vollmer, Dominic Bläsing, Julian Elias Reiser, Maria Nisser, Anja Buder

Dataset to support comparison of usability and accuracy from simultaneous measurements collected from 13 subjects including five devices: NeXus-10 MKII, eMotion Faros 360°, Hexoskin Hx1, SOMNOTouch NIBP, Polar RS800 Multi.

respiration multiparameter temperature hrv holter movement ecg photoplethysmogram noise heart rate accelerometer

Published: June 16, 2020. Version: 1.0.0

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Database Open Access

Motion Artifact Contaminated fNIRS and EEG Data

Examples of functional near-infrared spectroscopy and electroencephalogram recordings that have been created for evaluating artifact removal methods.

artifact multiparameter spectroscopy eeg noise

Published: March 3, 2014. Version: 1.0.0

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Database Open Access

Multilevel Monitoring of Activity and Sleep in Healthy People

Alessio Rossi, Eleonora Da Pozzo, Dario Menicagli, Chiara Tremolanti, Corrado Priami, Alina Sirbu, David Clifton, Claudia Martini, David Morelli

Multilevel Monitoring of Activity and Sleep in Healthy people (MMASH) dataset provides 24 hours of continuous beat-to-beat heart data, triaxal accelerometer data, sleep quality, physical activity, psychological characteristics and salivary samples.

sleep physiological response melatonin cortisol health circadian rhythm psychological response saliva

Published: June 19, 2020. Version: 1.0.0

Database Open Access

Tai Chi, Physiological Complexity, and Healthy Aging: Gait and EMG data

Peter Wayne, Brian Gow, Jeffrey Hausdorff, Chung-Kang Peng, Lewis Lipsitz, Andrew Ahn, Vera Novak, Brad Manor

This project includes gait data collected with footswitches and electromyography data from subjects who walked for 10 minutes under normal conditions and for 90 seconds under dual-task conditions (walking while performing serial subtractions).

stability gait electromyography dual-task

Published: Dec. 30, 2020. Version: 1.0.1

Challenge Open Access

2018 IEEE BHI and BSN Data Challenge

Tom Pollard, Alistair Johnson, Jesse Raffa

A challenge to explore real clinical questions in critically ill patients using the MIMIC. A collaboration with the IEEE Conference on Biomedical and Health Informatics 2018 and the IEEE Conference on Body Sensor Networks.

weekend effect ieee challenge mimic

Published: Feb. 5, 2018. Version: 1.0

Database Open Access

Electrocardiogram, skin conductance and respiration from spider-fearful individuals watching spider video clips

Frank R Ihmig, Antonio Gogeascoechea, Sarah Schäfer, Johanna Lass-Hennemann, Tanja Michael

Dataset used for development of an algorithm for on-line anxiety level detection from biosignals.

exposure therapy psychophysiology biosignals anxiety disorders wearable sensors anxiety level detection machine learning

Published: June 5, 2020. Version: 1.0.0

Database Credentialed Access

HiRID, a high time-resolution ICU dataset

Martin Faltys, Marc Zimmermann, Xinrui Lyu, Matthias Hüser, Stephanie Hyland, Gunnar Rätsch, Tobias Merz

The HiRID database contains a large selection of all routinely collected data relating to patient admissions to the Department of Intensive Care Medicine of the Bern University Hospital, Switzerland (ICU).

intensive care icu clinical machine learning critical care high resolution

Published: Feb. 18, 2021. Version: 1.1.1