Resources
Database Credentialed Federated
MIMIC-IV-Note: Deidentified free-text clinical notes
The advent of large, open access text databases has driven advances in state-of-the-art model performance in natural language processing (NLP). The relatively limited amount of clinical data available for NLP has been cited as a significant barrier …
clinical notes mimic critical care electronic health record natural language processing deidentification
Published: Jan. 5, 2023. Version: 2.1 | DOI: 10.13026/0p14-t007
Database Credentialed Federated
MIMIC-IV-ECG - Diagnostic Electrocardiogram Matched Subset
The MIMIC-IV-ECG module contains approximately 800,000 diagnostic electrocardiograms across nearly 160,000 unique patients. These diagnostic ECGs use 12 leads and are 10 seconds in length. They are sampled at 500 Hz. This subset contains all of…
Published: Dec. 23, 2022. Version: 0.1 | DOI: 10.13026/tw25-ec93
Database Open Federated
KINECAL
The field of human action recognition has made great strides in recent years, much helped by the availability of a wide variety of datasets that use Kinect to record human movement. Conversely, progress towards using Kinect in clinical practice has …
balance postural sway posturography clinical tests falls-risk age-related changes
Published: Dec. 22, 2022. Version: 1.0.2 | DOI: 10.13026/ky1q-3h26
Database Credentialed Federated
RadQA: A Question Answering Dataset to Improve Comprehension of Radiology Reports
We present a radiology question answering dataset, RadQA, with 3074 questions posed against radiology reports and annotated with their corresponding answer spans (resulting in a total of 6148 question-answer evidence pairs) by physicians. The questi…
question answering clinical notes radiology reports machine reading comprehension electronic health records
Published: Dec. 9, 2022. Version: 1.0.0 | DOI: 10.13026/ckkp-6y19
Database Open Federated
Gesture Recognition and Biometrics ElectroMyogram (GRABMyo)
We present the Gesture Recognition and Biometrics ElectroMyogram (GRABMyo) dataset, an open-access dataset of electromyogram (EMG) recordings collected from the wrist and forearm muscles while performing hand gestures. Data were collected from 43 he…
Published: Dec. 2, 2022. Version: 1.0.2 | DOI: 10.13026/dzhr-nj10
Database Credentialed Federated
CXR-PRO: MIMIC-CXR with Prior References Omitted
CXR-PRO is an adaptation of the MIMIC-CXR dataset that omits references to prior radiology reports. Consisting of 374,139 free-text radiology reports and associated chest radiographs, CXR-PRO addresses the issue of hallucinated references to priors …
generation large language models free-text radiology reports references to priors retrieval
Published: Nov. 23, 2022. Version: 1.0.0 | DOI: 10.13026/frag-yn96
Database Credentialed Federated
MIMIC-IV
Retrospectively collected medical data has the opportunity to improve patient care through knowledge discovery and algorithm development. Broad reuse of medical data is desirable for the greatest public good, but data sharing must be done in a manne…
critical care machine learning mimic intensive care unit
Published: Nov. 16, 2022. Version: 2.1 | DOI: 10.13026/rrgf-xw32
Database Open Federated
PTB-XL, a large publicly available electrocardiography dataset
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-xl ptb electrocardiography
Published: Nov. 9, 2022. Version: 1.0.3 | DOI: 10.13026/kfzx-aw45
Database Credentialed Federated
GLOBEM Dataset: Multi-Year Datasets for Longitudinal Human Behavior Modeling Generalization
We present the first multi-year mobile sensing datasets. Our multi-year data collection studies span four years (10 weeks each year, from 2018 to 2021). The four datasets contain data collected from 705 person-years (497 unique participants) with di…
ubiquitous computing passive mobile sensing human behavior modeling well-being health
Published: Nov. 4, 2022. Version: 1.0 | DOI: 10.13026/jvtb-2d81
Database Open Federated
KINECAL
The field of human action recognition has made great strides in recent years, much helped by the availability of a wide variety of datasets that use Kinect to record human movement. Conversely, progress towards using Kinect in clinical practice has …
age-related changes falls-risk postural sway posturography balance clinical tests
Published: Oct. 31, 2022. Version: 1.0.1 | DOI: 10.13026/z037-6191