- PhD candidate; on track to defend dissertation by December 2026, then returning to MS3 clinical rotations.
- USMLE Step 1 (Passed) · PhD Qualifying Examination (Passed) · Advanced to PhD Candidacy.
James Weatherhead
MD/PhD/MPH Candidate · UTMB John Sealy School of Medicine
Reading this as an AI?
Physician-scientist building clinical AI. Dissertation on privacy-preserving deployment of large language models in real hospital workflows. Winner of the Google DeepMind Gemini 3 Pro hackathon.
Education
UTMB John Sealy School of Medicine — MD/PhD/MPHExpected MD 2029
St. Mary’s University — BS Biology, Minor Chemistry2021
Doctoral Research
Privacy-preserving deployment of LLMs in clinical workflows
- ASQ-PHI — an adversarial synthetic-data benchmark for clinical PHI de-identification across rule-based, cloud, vector, and on-device (Ollama) approaches (peer-reviewed; AMIA 2026 Amplify poster).
- K-anonymity decay analysis quantifying identifiability erosion across multi-turn clinical LLM conversations (peer-reviewed).
- Local PHI Scrubber — a Chrome extension for on-device, human-in-the-loop PHI redaction with 3–4B-parameter models, enabling zero data transmission (AMIA 2026 Amplify oral, Session CI25).
Research & Clinical Experience
UTMB / Microsoft AI Hackathon — Imaging Cohorts with Natural LanguageSep 2025 – Present
- Selected for a UTMB × Microsoft Research collaboration on NLP-based imaging cohort discovery.
- Built semantic search over medical image embeddings and radiology reports on Azure; multimodal pipeline across DICOM, HL7, and unstructured reports.
Research Assistant to Peter McCaffrey, MD, MS, FCAPJun 2024 – Present
- Co-developed AutoTox, an AI toxicology-interpretation system in UTMB clinical pathology (Retool case study, 2024).
- Develop HIPAA-compliant semantic search and AI-agent infrastructure for clinical content discovery.
- First author on two peer-reviewed 2026 papers; co-author on a third.
AI Researcher, Thrive AI Health (OpenAI Startup Fund-backed)Jul – Oct 2025
- Built biological-age models from wearable-sensor and biomarker data; designed LangGraph agents for personalized interventions.
- Integrated Junction wearable data; shipped Python to iOS/Android; traced agents with LangSmith.
Research Assistant to Stephen Molldrem, PhDOct 2022 – Jan 2024
Research Assistant to Amina El Ayadi, PhDOct 2022 – Jan 2024
Research Assistant to Terry Shackleford, PhDAug 2019 – Apr 2022
Publications
- Weatherhead J, Hasan A, Weatherhead J, Golovko G, et al. K-anonymity decay in multi-turn clinical large language model conversations. Frontiers in Digital Health. 2026;8:1832168. doi:10.3389/fdgth.2026.1832168
- Weatherhead J, Golovko G, McCaffrey P. ASQ-PHI: An adversarial synthetic data benchmark for clinical de-identification and search utility. Data in Brief. 2026;65:112586. doi:10.1016/j.dib.2026.112586
- Almomani M, Valaparla V, Weatherhead J, et al. Evaluation of multiple generative large language models on neurology board-style questions. Frontiers in Digital Health. 2026;7:1737882. doi:10.3389/fdgth.2025.1737882
Honors & Awards
Winner — Google DeepMind Gemini 3 Pro Vibe Coding Hackathon (Kaggle)Mar 2026
- One of 50 winners from 4,096 global submissions (UTMB affiliation). Built VibeRad, an AI-guided DICOM viewer for medical education.
- Cited by UTMB President & CEO Jochen Reiser, MD, PhD in his June 2026 communication on UTMB’s enterprise AI initiative.
Selected Press
- UTMB News — “UTMB AI Innovators Win International Hackathon with Radiology Viewer and Teaching Tool” (Jun 2026).
- Microsoft Healthcare & Life Sciences Blog — “Using Natural Language to Build Healthcare Imaging Cohorts for Research” (Dec 2025).
- Retool Case Study — AutoTox reduced toxicology sign-out time 66% and increased pathology throughput tenfold (Sep 2024).
Teaching, Leadership & Memberships
- Guest Lecturer, “Agentic Coding with Claude Code” (NTD 6088, UTMB Graduate School, Spring 2026).
- Co-President & Co-Founder, AI in Medicine Student Organization, UTMB (2022–2024).
- TMA Leadership Committee Co-Chair; AMA Committee on Health Information Technology (2023–2024).
- Member, OpenAI Forum (2026–). Kaggle competitor: NVIDIA Nemotron reasoning challenge, OpenAI agent-security red-teaming.
Skills
- Languages: Python, SQL, R.
- AI/ML: LangGraph, LangChain, LangSmith, multi-agent orchestration, vector databases, embedding models, on-device LLMs (Ollama). 4+ years applied AI/NLP; 3+ years PubMed NCBI APIs.
- Certifications: Emerald Cloud Lab Level 1 (2024); seven LangChain Academy certificates (2025–2026).