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

Theme Issue: AI and Human Factors—Towards Successful Application of AI in Health Care (69) Decision Support for Health Professionals (2268) Design and Usability of Medical Devices (233) Design and Usability of Consumer Health Tech and Home Monitoring Devices (461) ePrescribing and Innovations in Pharmacies (103)

Published on in Vol 13 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/92822, first published .
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Effects of AI Assistance Timing on Pharmacists’ Trust in Automated Pill Recognition Technology: Within-Participants Experimental Study

Effects of AI Assistance Timing on Pharmacists’ Trust in Automated Pill Recognition Technology: Within-Participants Experimental Study

Authors of this article:

Jin Yong Kim1 Author Orcid Image ;   Brigid Rowell2 Author Orcid Image ;   Megan Whitaker2 Author Orcid Image ;   Qiyuan Chen1 Author Orcid Image ;   Raed Al Kontar1 Author Orcid Image ;   Corey Lester2 Author Orcid Image ;   Xi Jessie Yang1 Author Orcid Image
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Jin Yong Kim   1 , PhD ;   Brigid Rowell   2 , MA ;   Megan Whitaker   2 , MHI ;   Qiyuan Chen   1 , MSE ;   Raed Al Kontar   1 , PhD ;   Corey Lester   2 , PharmD, PhD ;   Xi Jessie Yang   1 , PhD

1 Industrial and Operations Engineering, University of Michigan, Ann Arbor, MI, United States

2 College of Pharmacy, University of Michigan, Ann Arbor, MI, United States

Corresponding Author:

  • Xi Jessie Yang, PhD
  • Industrial and Operations Engineering
  • University of Michigan
  • 1640 IOE, 1205 Beal Ave
  • Ann Arbor, MI 48109-1382
  • United States
  • Phone: 1 7347630541
  • Email: xijyang@umich.edu