Resources


Database Open Access

A Multi-Night Instantaneous Heart Rate and Accelerometry Dataset with EEG Sleep Stage Labels

Tzu-An Song

This dataset contains multi-night recordings of instantaneous heart rate (IHR) and 3-axis accelerometry from the Apple Watch, paired with EEG-based sleep stage labels from the Dreem 2 headband.

sleep staging wearable devices apple watch instantaneous heart rate accelerometry

Published: May 12, 2026. Version: 1.0.0

Database Open Access

GRABMyoFlow - Dataset extension

Carl Linus Ehlert, James Tung, Ashirbad Pradhan

GRABMyoFlow extends the GRABMyo sEMG dataset with dynamic transitions and 20 new subjects (63 total). Features multi-day wrist recordings for robust hand gesture recognition and biometrics research.

Published: April 16, 2026. Version: 1.0.0

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Database Open Access

BIG IDEAs Lab Glycemic Variability and Wearable Device Data

Peter Cho, Juseong Kim, Brinnae Bent, et al.

Glucose measurements and wrist-worn wearable sensor data from highnormoglycemic participants.

biomedical engineering pre-diabetes biomarkers

Published: April 13, 2026. Version: 1.1.3

Database Credentialed Access

Embedding-Based Representations for BRSET and mBRSET

David Restrepo, Chenwei Wu, Michael Morley, et al.

Precomputed image embeddings for the BRSET and mBRSET Brazilian retinal datasets to support efficient, secure, and equitable ophthalmic AI research, enabling tasks such as classification, clustering, multimodal modeling, and fairness analysis.

computer vision vector embeddings ophthalmology

Published: March 30, 2026. Version: 1.0.0

Software Open Access

Digital Data Real-Time Ingestion Utility

Shivangi Kewalramani, Hayden Caldwell, Larisa Tereshchenko

Schema-only database for a patient's digital signal data (e.g., ECG) collection using a novel or investigational device. Key features include real-time linkage between digital physiological recordings and their corresponding metadata.

empty database reliability bedside digital signal collection quality control schema-only database real-time recording

Published: March 25, 2026. Version: 1.0.0

Database Credentialed Access

MIMIC-IV-Ext-CLIF: MIMIC-IV in the Common Longitudinal ICU data Format (CLIF)

Zewei Liao, Shan Guleria, Kevin Smith, et al.

Transforming the MIMIC-IV 3.1 database into the Common Longitudinal ICU data Format (CLIF)

critical care mimic clif the common longitudinal icu data format

Published: March 23, 2026. Version: 1.1.0

Database Credentialed Access

MIMIC-IV-Ext-PE: Pulmonary Embolism Labels for CT Pulmonary Angiography Radiology Reports

Barbara Lam, Omid Jafari, Peiqi Wang, et al.

CTPA (computed tomography pulmonary angiogram) radiology reports from MIMIC-IV with pulmonary embolism (PE) adjudication

Published: March 23, 2026. Version: 1.0.0

Database Open Access

Brugada-HUCA: 12-Lead ECG Recordings for the Study of Brugada Syndrome

Nahuel Costa Cortez, Daniel Garcia Iglesias

Brugada syndrome is a rare but potentially life-threatening cardiac arrhythmia disorder, with an elevated risk of sudden cardiac death. This dataset introduces 12-lead ECG recordings gather to support the study of this rare disease.

Published: Feb. 2, 2026. Version: 1.0.0

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Database Open Access

tOLIet: Single-lead Thigh-based Electrocardiography Using Polimeric Dry Electrodes

Aline Santos Silva, Hugo Plácido da Silva, Miguel Correia, et al.

We present tOLIet, the first thigh ECG dataset with real signals captured by a toilet seat with electrodes. There are 149 recordings from 86 people, useful for research into cardiovascular assessment using "invisible" ECG.

Published: Feb. 2, 2026. Version: 1.0.1

Model Credentialed Access

Fine-tuning foundational models to code diagnoses from veterinary health records

Adam Kiehl, Nadia Saklou, G Joseph Strecker, et al.

Fine-tuned GatorTron LLM for veterinary diagnosis coding to 7,739 SNOMED-CT codes based on clinical summary text from the Colorado State University Veterinary Teaching Hospital.

transformers natural language processing foundational models one health diagnoses snomed-ct veterinary medicine omop cdm veterinary medical records clinical coding large language models

Published: Jan. 25, 2026. Version: 1.0.0