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Portfolio of projects from my Summer 2025 Healthcare AI Consulting internship, including LLM evaluation tools, web development, and consulting work.

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Healthcare AI Internship – Summer 2025

Natalia (Talia) McInnis
MS Bioinformatics & Computational Biology | Junior Analyst & Research Consultant

This repository documents my internship at Healthcare AI Consulting, LLC, completed Summer 2025 under the guidance of Dr. Alex Dummett, MD, FACP, CPPS, CPHFH.

The internship spanned multiple technical and strategic projects, blending bioinformatics, AI, and healthcare technology.


Key Contributions

1. LLM-Based Evaluation Framework (Flagship Project)

  • Designed and deployed a modular, rubric-driven evaluation system for scoring biomedical abstracts and posters.
  • Built within AvoMD, leveraging prompt engineering, multi-agent consensus logic (3-of-5), and structured outputs (JSON, HTML).
  • Deployed for ACAIM 2025, AIAMC 2025, and IHI Forum 2025; reduced reviewer burden and standardized feedback.

2. Website Development & Digital Infrastructure

3. Strategic Consulting & Partnerships

  • Supported ideation and technical input for PYA and Thinkhat strategic initiatives.
  • Contributed to discussions on LLM integration in healthcare education and consulting.

4. National Collaborations & Simulation Work

  • Participated in meetings with leaders in patient safety and academic medicine.
  • Engaged with simulation and VR research at the University of Florida, exploring AI-enabled training workflows.

5. Project Management & Knowledge Transfer

  • Drafted Statements of Work (SOWs) and technical roadmaps.
  • Produced documentation to support sustainability and long-term productization.

Repository Structure

report/        # Internship report (PDF, LaTeX source)
evaluation/    # Prompts, architecture, examples for the scoring tool
website/       # Screenshots or code snippets of the company site
docs/          # Notes, diagrams, and supplemental files
assets/        # Images, visuals, demo GIFs

Skills & Tools

Python • Prompt Engineering • AvoMD • GitHub Actions • Markdown/LaTeX • Web Development • Clinical Informatics • Project Management


Report


All materials are either original or anonymized. No PHI or sensitive client data is included.

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Portfolio of projects from my Summer 2025 Healthcare AI Consulting internship, including LLM evaluation tools, web development, and consulting work.

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