Resources

442 resources

Database Credentialed Access

ENCoDE, mEasuring skiN Color to correct pulse Oximetry DisparitiEs: skin tone and clinical data from a prospective trial on acute care patients.

Sicheng Hao, Katelyn Dempsey, João Matos, et al.

A prospective collected EHR-linked skin tone measurements database in OMOP format with emphasis on pulse oximetry disparities.
Published: Aug. 22, 2024. Version: 1.0.0
Database Credentialed Access

ReXPref-Prior: A MIMIC-CXR Preference Dataset for Reducing Hallucinated Prior Exams in Radiology Report Generation

Oishi Banerjee, Hong-Yu Zhou, Subathra Adithan, et al.

We propose ReXPref-Prior, an adapted version of MIMIC-CXR where GPT-4 has removed references to prior exams from both findings and impression sections of chest X-ray reports.
chest x-rays reinforcement learning hallucination
Published: Aug. 14, 2024. Version: 1.0.0
Database Credentialed Access

RadGraph2: Tracking Findings Over Time in Radiology Reports

Adam Dejl, Sameer Khanna, Patricia Therese Pile, et al.

RadGraph2 is a dataset of 800 chest radiology reports annotated using a fine-grained entity-relationship schema, which captures key findings as well as mentions of changes that occurred in comparison with the previous radiology studies.
relation extraction chest x-rays disease progression information extraction radiology reports named entity recognition
Published: Aug. 8, 2024. Version: 1.0.0
Database Credentialed Access

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

Seongsu Bae, Daeun Kyung, Jaehee Ryu, et al.

We present EHRXQA, the first multi-modal EHR QA dataset combining structured patient records with aligned chest X-ray images. EHRXQA contains a comprehensive set of QA pairs covering image-related, table-related, and image+table-related questions.
question answering evaluation chest x-ray multi-modal question answering ehr question answering semantic parsing benchmark visual question answering deep learning electronic health records machine learning
Published: July 23, 2024. Version: 1.0.0
Database Credentialed Access

MIMIC-CXR Database

Alistair Johnson, Tom Pollard, Roger Mark, et al.

Chest radiographs in DICOM format with associated free-text reports.
computer vision chest x-rays natural language processing radiology mimic machine learning
Published: July 23, 2024. Version: 2.1.0
Database Credentialed Access

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

Seongsu Bae, Daeun Kyung, Jaehee Ryu, et al.

We introduce MIMIC-Ext-MIMIC-CXR-VQA, a complex, diverse, and large-scale dataset designed for Visual Question Answering (VQA) tasks within the medical domain, focusing primarily on chest radiographs.
question answering evaluation chest x-ray radiology benchmark multimodal visual question answering deep learning electronic health records machine learning
Published: July 19, 2024. Version: 1.0.0
Database Credentialed Access

RaDialog Instruct Dataset

Chantal Pellegrini, Ege Özsoy, Benjamin Busam, et al.

Image-based instruct data for Chest X-Ray understanding and analysis.
medical image understaning radiology chatbot radiology report generation radiology assistant large vision-language models
Published: July 12, 2024. Version: 1.1.0
Database Credentialed Access

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

Paul Hager, Friederike Jungmann, Daniel Rueckert

A curated set of ED clinical decision making cases for four abdominal pathologies. Each case contains the exams required to diagnose including HPI, physical examination, laboratory tests, and imaging. Relevant treatment information is also included.
clinical decision making abdominal pathologies treatment plan emergency room diagnosis large language models
Published: July 8, 2024. Version: 1.1
Database Credentialed Access

mBRSET, a Mobile Brazilian Retinal Dataset

Luis Filipe Nakayama, Lucas Zago Ribeiro, David Restrepo, et al.

mBRSET - a Mobile Brazilian Retinal Dataset
retina ophthalmology
Published: June 26, 2024. Version: 1.0
Database Credentialed Access

EHRNoteQA: An LLM Benchmark for Real-World Clinical Practice Using Discharge Summaries

Sunjun Kweon, Jiyoun Kim, Heeyoung Kwak, et al.

An LLM Benchmark for Real-World Clinical Practice Using Discharge Summaries
Published: June 26, 2024. Version: 1.0.1