researchOngoing research · public conference abstracts
What a model can carry from one setting to another
Collaborative surgical-AI research on generalizability, annotation, and the limits of a promising result.
Surgical AI Research Lead · co-author
Selected work
Work
How does a model behave in a new setting? What does a survey pattern actually mean? When is a prototype ready for its next test? These projects follow the work from a technical question to an interpretation someone can examine.
- public healthOngoing internship · public methods articles
From patterns to careful interpretation
Responsible youth-persona work at WDGPH, described through public methods and safeguards.
AI4PH Data and Analytics Intern · author
- researchPublished narrative review
Compare like with like
A collaborative narrative review of transformer-based surgical AI.
Co-author
- innovationEducational concept and prototype
A clearer next step, with a human boundary
A patient-navigation concept and prototype exploring clearer next steps in care.
Concept and prototype developer
- researchResearch role completed · June–September 2026
Make the evaluation question explicit
AI and mental-health research with evidence synthesis, prototype exploration, and human oversight.
Research Assistant in AI and Mental Health
- innovationAcademic venture concept
Move from a need to a testable concept
A collaborative academic concept involving microneedles and optical coherence tomography.
Team concept co-developer
- innovationAcademic venture concept
Guidance starts with understanding the workflow
A collaborative academic cryoablation needle-guide concept.
Team concept co-developer
- writingTwo published explanatory articles
Explain the boundary, not just the method
Two public articles on equity and responsible AI in public health.
Author
- learningPublic educational repository
A place to learn in public, carefully
A real public learning repository with explicit health-AI prototype boundaries.
Repository maintainer
Experience and evidence
Each project explains the question, my contribution, and what the evidence can support. The linked sources let you inspect the work in its original context.
Research, public-health analytics, biomedical innovation, and the operational and community work alongside them. Each entry describes my contribution and its scope, with a source where one is available.
Read the résuméWhat are you trying to understand?
If you are working on a question in health AI, public health, or biomedical innovation, I would be glad to compare approaches and learn what you are seeing.