Resources


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…

electrocardiography machine learning mimic

Published: July 30, 2024. Version: 1.0.0 | DOI: 10.13026/hdyc-1h77


Database Restricted Federated

OpenOximetry Repository

Source: Physionet

The OpenOximetry Repository is a structured database designed to store clinical and laboratory pulse oximetry data and allows for consolidation of data sets held by collaborating organizations. Matched or independent readings of oxygen saturations, …

Published: July 30, 2024. Version: 1.0.1 | DOI: 10.13026/2g7z-t345


Database Credentialed Federated

MIMIC-CXR Database

Source: Physionet

The MIMIC Chest X-ray (MIMIC-CXR) Database v2.0.0 is a large publicly available dataset of chest radiographs in DICOM format with free-text radiology reports. The dataset contains 377,110 images corresponding to 227,835 radiographic studies per…

machine learning mimic computer vision chest x-rays radiology natural language processing

Published: July 23, 2024. Version: 2.1.0 | DOI: 10.13026/4jqj-jw95


Database Credentialed Federated

MIMIC-IV

Source: Physionet

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…

mimic critical care intensive care unit machine learning

Published: July 23, 2024. Version: 3.0 | DOI: 10.13026/hxp0-hg59


Database Credentialed Federated

EHRXQA: A Multi-Modal Question Answering Dataset for Electronic Health Records with Chest X-ray Images

Source: Physionet

Electronic Health Records (EHRs), which contain patients' medical histories in various multi-modal formats, often overlook the potential for joint reasoning across imaging and table modalities underexplored in current EHR Question Answering (QA)…

machine learning evaluation visual question answering question answering electronic health records benchmark multi-modal question answering deep learning chest x-ray ehr question answering semantic parsing

Published: July 23, 2024. Version: 1.0.0 | DOI: 10.13026/bp5y-qt70


Database Credentialed Federated

MIMIC-Ext-MIMIC-CXR-VQA: A Complex, Diverse, And Large-Scale Visual Question Answering Dataset for Chest X-ray Images

Source: Physionet

We introduce MIMIC-Ext-MIMIC-CXR-VQA (i.e., Extended from MIMIC database), a complex, diverse, and large-scale dataset designed for Visual Question Answering (VQA) tasks within the medical domain, focusing primarily on chest radiographs. This datase…

multimodal question answering radiology machine learning deep learning electronic health records evaluation benchmark chest x-ray visual question answering

Published: July 19, 2024. Version: 1.0.0 | DOI: 10.13026/deqx-d943


Database Credentialed Federated

RaDialog Instruct Dataset

Source: Physionet

Conversational AI tools that can generate and discuss clinically correct radiology reports for a given medical image have the potential to transform radiology. Such a human-in-the-loop radiology assistant could facilitate a collaborative diagnostic …

medical image understaning radiology chatbot radiology report generation radiology assistant large vision-language models

Published: July 12, 2024. Version: 1.1.0 | DOI: 10.13026/40d2-wj86


Database Credentialed Federated

MIMIC-IV-Ext Clinical Decision Making: A MIMIC-IV Derived Dataset for Evaluation of Large Language Models on the Task of Clinical Decision Making for Abdominal Pathologies

Source: Physionet

Clinical decision making is one of the most impactful parts of a physician's responsibilities and stands to benefit greatly from AI solutions such as large language models (LLMs). However, while many datasets exist to test the performance of AI …

clinical decision making abdominal pathologies large language models treatment plan emergency room diagnosis

Published: July 8, 2024. Version: 1.1 | DOI: 10.13026/ztyg-ah64


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 procurement organizations organ transplantation

Published: June 27, 2024. Version: 2.0.0 | DOI: 10.13026/w10c-6g08


Database Credentialed Federated

mBRSET, a Mobile Brazilian Retinal Dataset

Source: Physionet

The Mobile Brazilian Retinal Dataset (mBRSET) presents a pioneering collection of retinal images captured via portable cameras, encompassing a diverse range of ethnic backgrounds from Itabuna, Bahia, Brazil. Comprising 5164 images from 1291 patients…

retina ophthalmology

Published: June 26, 2024. Version: 1.0 | DOI: 10.13026/qxpd-1y65