Resources


Database Restricted Federated

DREAMT: Dataset for Real-time sleep stage EstimAtion using Multisensor wearable Technology

Source: Physionet

Sleep is an intrinsic part of human life, and recent advancements in wearable technology and machine learning have promised continuous and non-invasive methods of tracking sleep health and patterns, providing an important facet to a more holistic un…

biomedical sleep disorders time series classification wearable

Published: Sept. 13, 2024. Version: 1.0.1 | DOI: 10.13026/nktq-0858


Database Credentialed Federated

MIMIC-IV-Ext-MDS-ED: Multimodal Decision Support in the Emergency Department - a Benchmark Dataset for Diagnoses and Deterioration Prediction in Emergency Medicine

Source: Physionet

Measurable progress in the development of medical decision support systems has been hindered by a lack of comprehensive datasets. Many available datasets focus on narrow prediction tasks and do not include a diverse range of data types, which limits…

multimodal emergency department benchmark diagnoses prediction ecg deterioration prediction

Published: Sept. 12, 2024. Version: 1.0.0 | DOI: 10.13026/p90d-vd84


Database Open Federated

MUSIC (Sudden Cardiac Death in Chronic Heart Failure)

Source: Physionet

The MUSIC (MUerte Subita en Insuficiencia Cardiaca) study is a prospective, multicentre, longitudinal study designed to assess risk predictors of cardiac mortality and sudden cardiac death (SCD) in ambulatory patients with chronic heart failure (CHF…

Published: Sept. 11, 2024. Version: 1.0.0 | DOI: 10.13026/cec2-9w70


Database Credentialed Federated

MIMIC-IV-Ext-BHC: Labeled Clinical Notes Dataset for Hospital Course Summarization

Source: Physionet

This dataset presents a curated collection of preprocessed and labeled clinical notes derived from the MIMIC-IV-Note database. The primary aim of this resource is to facilitate the development and training of machine learning models focused on summa…

clinical notes machine learning natural language processing text summarization brief hospital course

Published: Sept. 10, 2024. Version: 1.0.0 | DOI: 10.13026/vr29-4d92


Database Contributor Review Federated

Salzburg Intensive Care database (SICdb), a freely accessible intensive care database

Source: Physionet

The SICdb dataset offers insights into over 27 thousand intensive care admissions, including therapies and data on preceding surgeries. Data were collected between 2013 and 2021 from four different intensive care units at the University Hospital Sal…

clinical machine learning critical care intensive care open data

Published: Sept. 10, 2024. Version: 1.0.8 | DOI: 10.13026/8m72-6j83


Database Credentialed Federated

MIMIC-IV-ECG-Ext-ICD: Diagnostic labels for MIMIC-IV-ECG

Source: Physionet

The number of publicly available ECG datasets has increased tremendously in the past few years and several of these datasets have developed into widely used benchmarking datasets. However, most of them exhibit a common limitation, namely the relianc…

mimic machine learning electrocardiography

Published: Aug. 30, 2024. Version: 1.0.1 | DOI: 10.13026/ypt5-9d58


Database Open Federated

Image-derived cardiomegaly biomarker values for 96K chest X-rays in MIMIC-CXR/MIMIC-CXR-JPG

Source: Physionet

Cardiomegaly is a condition characterized by an abnormal enlargement of the heart, its identification is of paramount importance as it associate with a wide range of cardiac conditions. It is primary identified via the cardiothoracic ratio (CTR), ho…

cpar biomarkers ctr mimic-cxr cardiomegaly

Published: Aug. 23, 2024. Version: 1.0.0 | DOI: 10.13026/kfpv-zm25


Database Restricted Federated

Multimodal Physiological Indices During Surgery Under Anesthesia

Source: Physionet

Monitoring nociception, the flow of information associated with harmful stimuli through the nervous system even during unconsciousness, is critical for proper anesthesia care during surgery. Currently, this is done by tracking heart rate and blood p…

nociception anesthesia

Published: Aug. 23, 2024. Version: 1.0 | DOI: 10.13026/gs4v-4q80


Database Open Federated

Brno University of Technology Smartphone PPG Database (BUT PPG)

Source: Physionet

Brno University of Technology Smartphone PPG Database (BUT PPG) is a database created by the cardiology team at the Department of Biomedical Engineering, Brno University of Technology, for the purpose of evaluating PPG quality and estimation of hear…

heart rate acc artificial intelligence signal quality assessment annotations accelerometric data ppg electrocardiogram photoplethysmography ecg

Published: Aug. 23, 2024. Version: 2.0.0 | DOI: 10.13026/tn53-8153


Database Credentialed Federated

ENCoDE, mEasuring skiN Color to correct pulse Oximetry DisparitiEs: skin tone and clinical data from a prospective trial on acute care patients.

Source: Physionet

The wide adoption of pulse oximeters has given clinicians an easy, non-invasive way to measure arterial oxygen saturation. However, evidence suggests that pulse oximeter measurements have a deeper discrepancy in patients of darker skin tones compare…

Published: Aug. 22, 2024. Version: 1.0.0 | DOI: 10.13026/mcgk-1s42