Resources


Database Credentialed Access

PRediction Of Disease PHEnoTypes (PROPHET)

Niels Turley, Marta Fernandes, Shadi Sartipi, Han Wu, Alice Lam, Lydia Petersen, Catherine Clive, Daniel Sumsion, Ruoqi Wei, Bram Overmeer, Jaden Searle, Gregory Hooke, Spencer Boris, Wan-Yee Kong, Arjun Singh, Marjan Sarami, Alihan Yaramis, Imad Akbar, Rebecca Milde, Jet Veltink, Elijah Davis, Aditya Gupta, Manohar Ghanta, Aidan McDonald Wojciechowski, Shibani Mukerji, Haoqi Sun, M Brandon Westover, Sahar Zafar

Multicenter expert-annotated EHR dataset and NLP phenotyping framework for 17 neurological conditions spanning diagnoses, severity scales, and outcomes across six U.S. health systems.

Published: March 31, 2026. Version: 1.0

Database Credentialed Access

Narcolepsy Risk Estimation from Clinical Notes

Niels Turley, Haoqi Sun, M Brandon Westover

Dataset and code for developing and validating machine learning models to phenotype narcolepsy type 1 (NT1) and narcolepsy type 2/idiopathic hypersomnia (NT2/IH) from multi-site electronic health record data, including cross-sectional classification

Published: March 2, 2026. Version: 1.0

Database Credentialed Access

Harvard-Emory ECG Database

Zuzana Koscova, Valdery Moura Junior, Matthew Reyna, Shenda Hong, Aditya Gupta, Manohar Ghanta, Reza Sameni, Aaron Aguirre, Qiao Li, Sahar Zafar, Gari Clifford, M Brandon Westover

The Harvard ECG database (HEEDB) is a large collection of 12-lead electrocardiography (ECG) recordings.

Published: Feb. 25, 2026. Version: 5.0

Database Credentialed Access

Automated detection of immune effector cell-associated neurotoxicity syndrome (ICANS) via quantitative EEG

Christine Eckhardt, Haoqi Sun, Jin Jing, Daniel Rubin, Eyal Kimchi, Sydney Cash, Matthew J. Frigault, Jong Woo Lee, Jorg Dietrich, M Brandon Westover

Dataset and code for developing and validating the EICANS score, a machine learning–derived EEG metric for automated detection and grading of immune effector cell-associated neurotoxicity syndrome (ICANS) in patients receiving CAR-T cell therapy.

car-t eeg encephalopathy neurotoxicity

Published: Feb. 9, 2026. Version: 1.0

Database Credentialed Access

Automated estimation of frequency and spatial extent of periodic and rhythmic epileptiform activity from continuous electroencephalography data

Alexandra Tautan, Jin Jing, Lara Basovic, Peter Hadar, Marta Fernandes, Jennifer Kim, Aaron Struck, M Brandon Westover, Sahar Zafar

Code and dataset used for the development of algorithms that automatically detect the frequency and spatial extent of epileptiform activity, specifically for LPD, GPD, LRDA, GRDA.

Published: Jan. 10, 2026. Version: 1.0.0

Database Credentialed Access

Stanford Sleep Bench

Magnus Ruud Kjaer, Rahul Thapa, Gauri Ganjoo, Hyatt Moore, Poul Jennum, M Brandon Westover, James Zou, Bryan He, Andreas Brink-Kjaer, Emmanuel Mignot

Data used to train a sleep foundation model.

foundation model sleep

Published: Nov. 20, 2025. Version: 1.0

Database Open Access

A randomized controlled educational pilot trial of interictal epileptiform discharge identification for neurology residents

Fabio Nascimento, Jin Jing, Christopher Traner, Wan-Yee Kong, Marcia Olandoski, Srishti Kapur, Erik Duhaime, Roy Strowd, Jeremy Moeller, M Brandon Westover

This study evaluated a technology-enhanced, retrieval-based program for teaching neurology residents to identify interictal epileptiform discharges (IEDs).

Published: Nov. 20, 2025. Version: 1.0

Database Open Access

Assessing Risk of Health Outcomes From Brain Activity in Sleep

Haoqi Sun, Noor Adra, Muhammad Ayub, Wolfgang Ganglberger, Elissa Ye, Ziwei Fan, Aditya Gupta, Valdery Moura Junior, M Brandon Westover, Robert Thomas

Using sleep EEG to predict future health outcomes.

Published: Oct. 30, 2025. Version: 1.1

Database Restricted Access

Transcranial Magnetic Stimulation in Alzheimer's disease-Data

Recep Ozdemir

Transcranial Magnetic Stimulation in Alzheimer's disease

Published: Oct. 14, 2025. Version: 1.0

Database Credentialed Access

The Brain Imaging and Neurophysiology Database (BIND)

Charlotte Maschke, Peter Hadar, Yicheng Zhang, Jian Li, Gauri Ganjoo, Andrew Hoopes, Alessandro Guazzo, Aditya Gupta, Manohar Ghanta, Bruce Nearing, Christine Tsien Silvers, Bharath Gunapati, Robert Thomas, Jennifer Kim, Shibani Mukerji, Adrian Dalca, Sahar Zafar, Alice Lam, Emmanuel Mignot, M Brandon Westover

BIND Database 1: Neuroimaging Data (MRI, CT, PET, SPECT) that can be paired with EEG and PSG (found in the Harvard EEG Database https://bdsp.io/content/harvard-eeg-db/4.1/). LLMs helped categorize pathology.

ct mri brain imaging

Published: Sept. 9, 2025. Version: 1.0