Resources
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 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
Model Credentialed Federated
Me-LLaMA: Foundation Large Language Models for Medical Applications
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
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
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
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
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
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
"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