Resources


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


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


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