Resources


Database Credentialed Federated

EHRNoteQA: A Patient-Specific Question Answering Benchmark for Evaluating Large Language Models in Clinical Settings

Source: Physionet

We introduce EHRNoteQA, a patient-specific question answering benchmark tailored for evaluating Large Language Models (LLMs) in clinical environments. Based on MIMIC-IV Electronic Health Record (EHR), a team of three medical professionals has curate…

Published: April 3, 2024. Version: 1.0.0 | DOI: 10.13026/kvca-f224


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 …

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

Published: March 26, 2024. Version: 1.0.0 | DOI: 10.13026/zecj-bh52


Database Open Federated

PADS - Parkinsons Disease Smartwatch dataset

Source: Physionet

Parkinson’s disease (PD) is the second-most common neurodegenerative disorder, while incidence and worldwide burden are further increasing. In the era of digital health transformation, smart devices and mobile sensors, including smartphones an…

movement disorders wearables parkinsons disease

Published: March 26, 2024. Version: 1.0.0 | DOI: 10.13026/m0w9-zx22


Database Open Federated

ScientISST MOVE: Annotated Wearable Multimodal Biosignals recorded during Everyday Life Activities in Naturalistic Environments

Source: Physionet

Existing datasets containing physiological data are mostly acquired at rest or in controlled scenarios. As a result, algorithms developed using such data may not perform as well as with biosignals acquired in dynamic and uncontrolled environments. S…

greet wearable multimodal lift uncontrolled environments run jump gesticulate walk

Published: March 26, 2024. Version: 1.0.1 | DOI: 10.13026/hyxq-r919


Model Credentialed Federated

Asclepius-R : Clinical Large Language Model Built On MIMIC-III Discharge Summaries

Source: Physionet

The development of large language models tailored for handling patients’ clinical notes is often hindered by the limited accessibility and usability of these notes due to strict privacy regulations. To address these challenges, we first create…

large language model synthetic clinical notes synthetic notes asclepius open-source llm clinical llm clinical notes

Published: March 26, 2024. Version: 1.1.0 | DOI: 10.13026/ckbf-pt70


Database Open Federated

Respiratory and heart rate monitoring dataset from aeration study

Source: Physionet

A study was conducted to collect respiratory pressure and flow data for model-based assessment, alongside electrical impedance tomography (EIT) aeration, electrocardiogram (ECG), and heart-rate belt (HRB) data. A 20 subjects set was selected with no…

Published: March 20, 2024. Version: 1.0.0 | DOI: 10.13026/e4dt-f689


Database Restricted Federated

CheXchoNet: A Chest Radiograph Dataset with Gold Standard Echocardiography Labels

Source: Physionet

Existing chest radiograph datasets, such as CheXpert and ChestX-ray14, have driven the development of new machine learning approaches to achieve expert or near-expert level performance on a variety of tasks. The primary focus of models developed usi…

early detection heart failure cardiac structural abnormalties deep learning chest x-rays

Published: March 20, 2024. Version: 1.0.0 | DOI: 10.13026/kp08-ws25


Database Credentialed Federated

MIMIC-CXR-JPG - chest radiographs with structured labels

Source: Physionet

The MIMIC Chest X-ray JPG (MIMIC-CXR-JPG) Database v2.0.0 is a large publicly available dataset of chest radiographs in JPG format with structured labels derived from free-text radiology reports. The MIMIC-CXR-JPG dataset is wholly derived from MIMI…

computer vision chest x-ray mimic deep learning radiology

Published: March 12, 2024. Version: 2.1.0 | DOI: 10.13026/jsn5-t979


Challenge Credentialed Federated

Discharge Me: BioNLP ACL'24 Shared Task on Streamlining Discharge Documentation

Source: Physionet

"Discharge Me!", part of the BioNLP workshop co-located with ACL 2024, seeks to alleviate the significant burden on clinicians who dedicate substantial time to crafting detailed discharge notes in the EHR. Participants in the task will exp…

generation discharge summary bionlp acl

Published: March 5, 2024. Version: 1.2 | DOI: 10.13026/4a0k-4360


Database Open Federated

CheXmask Database: a large-scale dataset of anatomical segmentation masks for chest x-ray images

Source: Physionet

The CheXmask Database presents a comprehensive, uniformly annotated collection of chest radiographs, constructed from five public databases: ChestX-ray8, Chexpert, MIMIC-CXR-JPG, Padchest and VinDr-CXR. The database aggregates 657,566 anatomical seg…

chest x-ray segmentation medical image segmentation automatic quality assesment

Published: March 1, 2024. Version: 0.4 | DOI: 10.13026/pgag-by42