Behind the models

Team

The clinicians, engineers, and researchers who built, validated, and maintain HUMBLE.

01 · Contributors

Core team

The people responsible for study design, model development, external validation, and clinical translation.

Matthew W. Wilson MD
Principal Investigator
UTHSC
David Taylor Gonzalez MD
Design, Development & Engineering
Broward Health
Linda Cernichiaro-Espinosa MD
Study Design & Data Architecture
UTHSC
Benjamin King MD
Clinical Advisor
UTHSC
Mak Djulbegovic MD MSc
External Validation
Wills Eye Hospital
Nikhil Davé MD MSc
Analysis & Editorial Review
UTHSC
Sue Choi MD
Data Curation & Quality Assurance
UTHSC
Tristan Hayes
Statistical Analysis
UTHSC
Rachael Tessem MD
Contributor
UTHSC
02 · Collaborators

Collaborators

External advisors and contributors who provided domain expertise, infrastructure support, or additional validation resources.

Carol L. Shields MD
Ocular Oncology Advisor External Validation
Wills Eye Hospital
Lawrence Pfeffer PhD
Research Advisor
UTHSC
Luciano Laratelli
Infrastructure & Systems Engineering
Hannah Kelso
Contributor
UTHSC
03 · Support

Institutions & funding

The organizations, committees, and patients who made this work possible.

Institutional

University of Tennessee Health Science Center
Hamilton Eye Institute · Machine Learning & Data Mining Lab · High Performance & Scientific Computing Group · Center for Cancer Research · Computational Sciences Shared Resource

Broward Health North
Department of Ophthalmology

Funding

Research to Prevent Blindness · Cancer Research Center

Ethics

UTHSC IRB Committee

Patients

We gratefully acknowledge all patients who contributed data, making this research possible.