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This paper is in the following e-collection/theme issue:

Viewpoints on and Experiences with Digital Technologies in Health (288) E-Health Policy and Health Systems Innovation (529) Adoption and Change Management of eHealth Systems (1123) Ambient AI Scribes and AI-Driven Documentation Technologies (112)

Published on in Vol 14 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/91098, first published .
Nurse talks to patient in hospital room with Ambient AI Assist screen

A Conceptual Model for Ambient AI Adoption: Perspectives From Academia and Industry

A Conceptual Model for Ambient AI Adoption: Perspectives From Academia and Industry

Authors of this article:

Joshua Biro1, 2 Author Orcid Image ;   Jesse M Pines3 Author Orcid Image ;   Sudha Jayaraman4 Author Orcid Image ;   Vamsi Chagari4 Author Orcid Image ;   Raj Ratwani1, 5 Author Orcid Image
Article Authors Cited by Tweetations Metrics

Joshua Biro   1, 2 , PhD ;   Jesse M Pines   3 , MD, MBA ;   Sudha Jayaraman   4 , MD, MSc ;   Vamsi Chagari   4 , MS ;   Raj Ratwani   1, 5 , PhD

1 National Center for Human Factors in Healthcare, Medstar Health Research Institute, Washington DC, United States

2 Department of Family Medicine, Georgetown University School of Medicine, Washington DC, United States

3 US Acute Care Solutions, Arlington, VA, United States

4 Suki, Redwood City, CA, United States

5 Department of Emergency Medicine, Georgetown University School of Medicine, Washington DC, United States

Corresponding Author:

  • Joshua Biro, PhD
  • National Center for Human Factors in Healthcare
  • Medstar Health Research Institute
  • 3007 Tilden St. NW Suite 6N
  • Washington DC
  • United States
  • Phone: 1 301-542-3073
  • Email: Joshua.M.Biro@medstar.net