Resources


Model Credentialed Federated

Transformer models trained on MIMIC-III to generate synthetic patient notes

Source: Physionet

Natural Language Processing can help to unlock knowledge in the vast troves of unstructured clinical data that are collected during patient care. Patient confidentiality presents a barrier to the sharing and analysis of such data, however, meaning t…

Published: May 27, 2020. Version: 1.0.0 | DOI: 10.13026/m34x-fq90


Database Restricted Federated

Kinematic dataset of actors expressing emotions

Source: Physionet

We produced a kinematic dataset to assist in recognizing cues from all parts of the body that indicate human emotions (happy, sad, angry, fearful, neutral, and disgust). The present dataset was created using a portable wireless motion capture s…

body movement kinematic data motion capture emotion

Published: April 26, 2020. Version: 1.0.0 | DOI: 10.13026/ckyh-jf25


Database Open Federated

PTB-XL, a large publicly available electrocardiography dataset

Source: Physionet

Electrocardiography (ECG) is a key diagnostic tool to assess the cardiac condition of a patient. Automatic ECG interpretation algorithms as diagnosis support systems promise large reliefs for the medical personnel - only on the basis of the number o…

ptb-xl ptb electrocardiography ecg

Published: April 24, 2020. Version: 1.0.1 | DOI: 10.13026/x4td-x982


Challenge Open Federated

Classification of 12-lead ECGs: The PhysioNet/Computing in Cardiology Challenge 2020

Source: Physionet

The electrocardiogram (ECG) is a non-invasive representation of the electrical activity of the heart from electrodes placed on the surface of the torso. The standard 12-lead ECG has been widely used to diagnose a variety of cardiac abnormalities suc…

Published: April 23, 2020. Version: 1.0.1 | DOI: 10.13026/f4ab-0814


Database Open Federated

PTB-XL, a large publicly available electrocardiography dataset

Source: Physionet

Electrocardiography (ECG) is a key diagnostic tool to assess the cardiac condition of a patient. Automatic ECG interpretation algorithms as diagnosis support systems promise large reliefs for the medical personnel - only on the basis of the number o…

ecg ptb ptb-xl electrocardiography

Published: April 17, 2020. Version: 1.0.0 | DOI: 10.13026/qgmg-0d46


Database Open Federated

MIMIC-III Waveform Database Matched Subset

Source: Physionet

The MIMIC-III Waveform Database Matched Subset contains 22,317 waveform records, and 22,247 numerics records, for 10,282 distinct ICU patients. These recordings typically include digitized signals such as ECG, ABP, respiration, and PPG, as well as p…

Published: April 7, 2020. Version: 1.0 | DOI: 10.13026/c2294b


Database Open Federated

MIMIC-III Waveform Database

Source: Physionet

The MIMIC-III Waveform Database contains 67,830 record sets for approximately 30,000 ICU patients. Almost all record sets include a waveform record containing digitized signals (typically including ECG, ABP, respiration, and PPG, and frequently othe…

Published: April 7, 2020. Version: 1.0 | DOI: 10.13026/c2607m


Database Open Federated

Visceral adipose tissue measurements during pregnancy

Source: Physionet

This database is from a cohort study of pregnant women up to 20 weeks of pregnancy and followed until delivery. Measurement of maternal visceral adipose tissue (VAT) was performed during routine obstetric ultrasound. At this time, the biometric eval…

Published: March 23, 2020. Version: 1.0.0 | DOI: 10.13026/p729-7p53


Database Restricted Federated

Computed Tomography Images for Intracranial Hemorrhage Detection and Segmentation

Source: Physionet

After traumatic brain injury (TBI), intracranial hemorrhage (ICH) may occur that could lead to death or disability if it is not accurately diagnosed and treated in a time-sensitive procedure. Currently, Computerized Tomography (CT) scans are examine…

segmentation computed tomography nifti skull fracture ich intracranial hemmorhage ct scans

Published: March 10, 2020. Version: 1.3.1 | DOI: 10.13026/4nae-zg36


Database Credentialed Federated

Phenotype Annotations for Patient Notes in the MIMIC-III Database

Source: Physionet

A crucial step within secondary analysis of electronic health records (EHRs) is to identify the patient cohort under investigation. While EHRs contain medical billing codes that aim to represent the conditions and treatments patients may have, much …

natural language processing patient classification

Published: March 5, 2020. Version: 1.20.3 | DOI: 10.13026/txmt-8m40