Work · Research

Research & Projects

Odia’s research examines how AI is developed, adopted, and regulated, and what those choices mean for human societies.

Health AI policy and equityHow FDA-authorized AI tools may reproduce racial disparities, and how equity-focused organizations can shape regulation.1 project · 2 papers

Projects

Research Assistant

Advancing Health Equity in AI/ML in Health Regulation and Policy

Funded by The Pew Charitable Trusts

This study examines how Food and Drug Administration (FDA)-authorized artificial intelligence (AI) tools might (re)produce racial disparities and limit health equity, researches the landscape of national activities on AI and health equity, and identifies how input from organizations that focus on racial and ethnic minority disparities could inform policy development and regulatory guidance for AI tools in medicine.

Related publications

Perspectives on healthcare artificial intelligence policy from health equity professionals: findings from an interview study

Frontiers in Digital Health · 2026

Leveraging artificial intelligence and technology for patient safety: Opportunities, risks, and challenges

Journal of Patient Safety and Risk Management · 2025

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Digital therapeuticsProvider adoption, marketing, and transparency of FDA-cleared digital therapeutics.2 projects · 1 paper

Projects

Student Investigator (Dissertation)

Exploring Provider Attitudes Towards Digital Therapeutics in Healthcare Delivery

Johns Hopkins University

This study examines which factors influence medical providers’ decisions to incorporate digital therapeutics (DTx) into treatment plans for patients with diabetes or depression through an online vignette experiment survey.

Student Investigator (Dissertation)

A Comparative Content Analysis of Digital Therapeutic Marketing Websites and FDA Summaries

Johns Hopkins University

This study is a comparative content analysis of DTx websites and FDA summaries that assess the readability, discussion of risks and benefits, and other details to determine the accessibility and transparency of these resources for patients and providers.

Related publications

Applying the Ethical Data Practices Framework to Digital Therapeutics

The American Journal of Bioethics · 2023

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Community engagement and data ethicsRespectful, representative engagement in big data and AI health research, and attribution in open knowledge.2 projects · 3 papers

Projects

Community Health Interests for Researchers & Oversight Networks (CHIRON) ↗

Sage Bionetworks

This project consisted of the development of a pilot toolkit to increase holistic, representative, and respectful community engagement practices by individuals and groups engaging in big data research.

Related publications

Transactional tools, transformational tensions: piloting the CHIRON Toolkit for community-centered governance of repository-enabled research

BMC Medical Ethics · 2026

Cultivating Authentic Partnership: Cooperative Development of a Toolkit to Mitigate Group Harm in Biorepository-Enabled Research

Health Expectations · 2026

Community engagement for artificial intelligence health research in Africa

Wellcome Open Research · 2025

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AI ethics in practiceTranslating ethics into training, public services, and health innovation.2 projects

Projects

Co-Author and Curator

AI Ethics Training Modules for AI Creators

American Association for the Advancement of Science

This project consisted of the curation of AI ethics education materials for non-ethicists creating AI tools for health, science, and other purposes.

Research Assistant

A Case Study of the Reykjavik Better City for Children Initiative

Bloomberg Center for Innovation (PI: Francisca Rojas, PhD)

This case study focuses on the development of the School Support Services Program, a new digitized social service organization tool for primary school students in Reykjavik, Iceland from 2021-2024.