Resources


Database Credentialed Federated

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

Source: Physionet

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 Open Federated

Radiology Report Generation Models Evaluation Dataset For Chest X-rays (RadEvalX)

Source: Physionet

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)

Source: Physionet

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


Model Credentialed Federated

Me-LLaMA: Foundation Large Language Models for Medical Applications

Source: Physionet

Recent advancements in large language models (LLMs) such as ChatGPT and LLaMA have hinted at their potential to revolutionize medical applications, yet their application in clinical settings often reveals limitations due to a lack of specialized tra…

large language models

Published: June 5, 2024. Version: 1.0.0 | DOI: 10.13026/wwfd-2t39


Database Credentialed Federated

A Temporal Dataset for Respiratory Support in Critically Ill Patients

Source: Physionet

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


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 emergency room diagnosis abdominal pathologies large language models treatment plan

Published: May 17, 2024. Version: 1.0 | DOI: 10.13026/2pfq-5b68


Database Restricted Federated

DREAMT: Dataset for Real-time sleep stage EstimAtion using Multisensor wearable Technology

Source: Physionet

Sleep is an intrinsic part of human life, and recent advancements in wearable technology and machine learning have promised continuous and non-invasive methods of tracking sleep health and patterns, providing an important facet to a more holistic un…

wearable biomedical sleep disorders time series classification

Published: April 30, 2024. Version: 1.0.0 | DOI: 10.13026/62an-cb28


Database Credentialed Federated

Medical Expert Annotations of Unsupported Facts in Doctor-Written and LLM-Generated Patient Summaries

Source: Physionet

Large language models in healthcare can generate informative patient summaries while reducing the documentation workload of healthcare professionals. However, these models are prone to producing hallucinations, that is, generating unsupported inform…

Published: April 28, 2024. Version: 1.0.0 | DOI: 10.13026/a66y-aa53


Database Contributor Review Federated

CARMEN-I: A resource of anonymized electronic health records in Spanish and Catalan for training and testing NLP tools

Source: Physionet

The CARMEN-I corpus comprises 2,000 clinical records, encompassing discharge letters, referrals, and radiology reports from Hospital Clínic of Barcelona between March 2020 and March 2022. These reports, primarily in Spanish with some Catalan …

de-identification clinical ner anonymization

Published: April 20, 2024. Version: 1.0.1 | DOI: 10.13026/x7ed-9r91


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…

acl generation discharge summary bionlp

Published: April 12, 2024. Version: 1.3 | DOI: 10.13026/0zf5-fx50