Resources
Database Credentialed Federated
EHRXQA: A Multi-Modal Question Answering Dataset for Electronic Health Records with Chest X-ray Images
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
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
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
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)
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
EHRNoteQA: An LLM Benchmark for Real-World Clinical Practice Using Discharge Summaries
Discharge summaries in Electronic Health Records (EHRs) are crucial for clinical decision-making, but their length and complexity make information extraction challenging, especially when dealing with accumulated summaries across multiple patient adm…
Published: June 26, 2024. Version: 1.0.1 | DOI: 10.13026/acga-ht95
Database Credentialed Federated
mBRSET, a Mobile Brazilian Retinal Dataset
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
Database Open Federated
Radiology Report Generation Models Evaluation Dataset For Chest X-rays (RadEvalX)
The Radiology Report Generation Models Evaluation Dataset For Chest X-rays (RadEvalX) is publicly available and developed similarly to the ReXVal dataset. Just like ReXVal, RadEvalX focuses on radiologist evaluations of errors found in automati…
Published: June 18, 2024. Version: 1.0.0 | DOI: 10.13026/tp88-q278
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: June 7, 2024. Version: 1.1.0 | DOI: 10.13026/89dm-f662
Database Credentialed Federated
A Temporal Dataset for Respiratory Support in Critically Ill Patients
We present a temporal benchmark dataset for clinical respiratory intervention tasks in intensive care unit (ICU) patients, derived from the MIMIC v2.2 dataset. The data consists of 50,920 adult ICU patients and includes 90-day hourly ventilation dat…
oberservational data time-series
Published: May 31, 2024. Version: 1.0.0 | DOI: 10.13026/0d8j-2w14