Resources
Database Credentialed Federated
MedDec: Medical Decisions for Discharge Summaries in the MIMIC-III Database
Medical decisions directly impact individuals’ health and well-being. Extracting decision spans from clinical notes plays a crucial role in understanding medical decision-making processes. The MedDec dataset includes expert-annotated decisions…
medical decisions natural language processing span classification discharge summary mimic
Published: Oct. 16, 2024. Version: 1.0.0 | DOI: 10.13026/nqnw-7d62
Database Contributor Review Federated
A multimodal dental dataset facilitating machine learning research and clinic services
Oral diseases affect nearly 3.5 billion people, with the majority residing in low- and middle-income countries. Due to limited healthcare resources, many individuals are unable to access proper oral healthcare services. Image-based machine learning …
Published: Oct. 11, 2024. Version: 1.1.0 | DOI: 10.13026/h1tt-fc69
Database Credentialed Federated
MIMIC-IV
Retrospectively collected medical data has the opportunity to improve patient care through knowledge discovery and algorithm development. Broad reuse of medical data is desirable for the greatest public good, but data sharing must be done in a manne…
critical care intensive care unit mimic machine learning
Published: Oct. 11, 2024. Version: 3.1 | DOI: 10.13026/kpb9-mt58
Database Credentialed Federated
MIMIC-IV-Ext-BHC: Labeled Clinical Notes Dataset for Hospital Course Summarization
This dataset presents a curated collection of preprocessed and labeled clinical notes derived from the MIMIC-IV-Note database. The primary aim of this resource is to facilitate the development and training of machine learning models focused on summa…
machine learning brief hospital course clinical notes natural language processing text summarization
Published: Oct. 10, 2024. Version: 1.1.0 | DOI: 10.13026/41et-8342
Database Open Federated
VTaC: A Benchmark Dataset of Ventricular Tachycardia Alarms from ICU Monitors
False arrhythmia alarms are a persistent problem in intensive care units despite considerable effort from industrial and academic algorithm developers. Among the various arrhythmias, ventricular tachycardia (VT) is particularly challenging to detect…
machine learning icu false alarms benchmark dataset ventricular tachycardia arrhythmia
Published: Oct. 1, 2024. Version: 1.0 | DOI: 10.13026/8td2-g363
Database Credentialed Federated
Comprehensive Polysomnography (CPS) Dataset: A Resource for Sleep-Related Arousal Research
The CPS dataset, assembled at Klinikum Esslingen, Germany, encompasses 113 diagnostic polysomnographic sleep recordings. These recordings include up to 36 raw and 23 derived data channels, alongide 81 types of annotated events for each participant, …
sleep disorders polysomnography machine learning in healthcare sleep arousal diagnostics pulse wave analysis
Published: Sept. 18, 2024. Version: 1.0.0 | DOI: 10.13026/sxs0-h317
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…
biomedical sleep disorders time series classification wearable
Published: Sept. 13, 2024. Version: 1.0.1 | DOI: 10.13026/nktq-0858
Database Credentialed Federated
MIMIC-IV-Ext-MDS-ED: Multimodal Decision Support in the Emergency Department - a Benchmark Dataset for Diagnoses and Deterioration Prediction in Emergency Medicine
Measurable progress in the development of medical decision support systems has been hindered by a lack of comprehensive datasets. Many available datasets focus on narrow prediction tasks and do not include a diverse range of data types, which limits…
multimodal emergency department benchmark diagnoses prediction ecg deterioration prediction
Published: Sept. 12, 2024. Version: 1.0.0 | DOI: 10.13026/p90d-vd84
Database Contributor Review Federated
Salzburg Intensive Care database (SICdb), a freely accessible intensive care database
The SICdb dataset offers insights into over 27 thousand intensive care admissions, including therapies and data on preceding surgeries. Data were collected between 2013 and 2021 from four different intensive care units at the University Hospital Sal…
clinical machine learning critical care intensive care open data
Published: Sept. 10, 2024. Version: 1.0.8 | DOI: 10.13026/8m72-6j83
Database Credentialed Federated
MIMIC-IV-Ext-BHC: Labeled Clinical Notes Dataset for Hospital Course Summarization
This dataset presents a curated collection of preprocessed and labeled clinical notes derived from the MIMIC-IV-Note database. The primary aim of this resource is to facilitate the development and training of machine learning models focused on summa…
clinical notes machine learning natural language processing text summarization brief hospital course
Published: Sept. 10, 2024. Version: 1.0.0 | DOI: 10.13026/vr29-4d92