Resources


Database Restricted Federated

A multimodal dental dataset facilitating machine learning research and clinic services

Source: Physionet

Oral diseases affect nearly 3.5 billion people, with the majority residing in low- and middle-income countries. Due to limited healthcare resources, many individuals are unable to access proper oral healthcare services. Image-based machine learning …

Published: Sept. 6, 2023. Version: 1.0.0 | DOI: 10.13026/s5z3-2766


Database Open Federated

Integration of Electroencephalogram and Eye-Gaze Datasets for Performance Evaluation in Fundamentals of Laparoscopic Surgery (FLS) Tasks

Source: Physionet

Laparoscopic surgery represents a significant advancement in healthcare, aiming to enhance patient outcomes. However, evaluating performance in laparoscopic surgery tasks can be challenging due to subjective assessments. To address this, this study …

Published: Aug. 23, 2023. Version: 1.0.0 | DOI: 10.13026/kyjw-p786


Database Credentialed Federated

ReFiSco: Report Fix and Score Dataset for Radiology Report Generation

Source: Physionet

Automated generation of clinically accurate radiology reports can improve patient care. In order to improve automatic report generation, it is helpful to understand what types of errors are common in generated reports. Thus, we introduce the Report …

Published: Aug. 23, 2023. Version: 1.0 | DOI: 10.13026/cneg-zk64


Database Open Federated

Heart and lung segmentations for MIMIC-CXR/MIMIC-CXR-JPG and Montgomery County TB databases

Source: Physionet

Segmenting the heart and lungs from chest X-ray images is essential for accurate disease diagnosis, enabling the calculation of image-derived digital biomarkers for cardiopulmonary health assessment. Furthermore, creation of annotated data sets can …

heart and lungs montgomery country tb segmentation mimic-cxr

Published: Aug. 14, 2023. Version: 1.0.0 | DOI: 10.13026/0k35-mb65


Database Restricted Federated

Organ Retrieval and Collection of Health Information for Donation (ORCHID)

Source: Physionet

There are well-documented inefficiencies and inequities in the current system of deceased donor organ transplantation. While much prior research has focused on designing better allocation systems to distribute donated organs, more can be done to stu…

organ transplantation organ procurement organizations

Published: July 25, 2023. Version: 1.0.0 | DOI: 10.13026/eytj-4f29


Database Contributor Review Federated

Electroencephalogram dynamics during unconsciousness mediated by GABAergic-anesthetics

Source: Physionet

This dataset of electroencephalogram (EEG) activity was collected from subjects undergoing general anesthesia using GABAergic agents. The typical EEG of subjects during unconsciousness mediated by GABAergic anesthetics shows slow-delta oscillations …

Published: July 21, 2023. Version: 1.0.0 | DOI: 10.13026/dx44-kw30


Database Credentialed Federated

MIMIC-IV-ECHO: Echocardiogram Matched Subset

Source: Physionet

The MIMIC-IV-ECHO module contains more than 500,000 echocardiograms across 7,243 studies from 4,579 distinct patients. A given study consists of numerous sequences of images, with each sequence representing a particular view of the patient's hea…

Published: July 21, 2023. Version: 0.1 | DOI: 10.13026/ef48-v217


Database Credentialed Federated

MIMIC-IV-ECG - Diagnostic Electrocardiogram Matched Subset

Source: Physionet

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: July 21, 2023. Version: 0.3 | DOI: 10.13026/dp3j-2c96


Database Open Federated

Electroencephalogram and eye-gaze datasets for robot-assisted surgery performance evaluation

Source: Physionet

Surgical training and patient safety depend on objective and accurate performance evaluation. Robot-assisted surgery (RAS) is newer and its training less well defined, but resources are not easily accessed to support data collection from participant…

Published: July 14, 2023. Version: 1.0.0 | DOI: 10.13026/qj5m-n649


Database Credentialed Federated

CHIFIR: Cytology and Histopathology Invasive Fungal Infection Reports

Source: Physionet

Surveillance of invasive fungal infection (IFI) in clinical settings is a laborious process requiring a detailed review of patient medical history. One of the key sources of clinical information is cytology and histopathology reports: pathologist-pr…

invasive fungal infections nlp information extraction clinical documentation

Published: July 12, 2023. Version: 1.0.0 | DOI: 10.13026/fmj9-p237