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Authors
Cho, Youngjin https://orcid.org/0009-0005-0819-6778
Szarek, John L. https://orcid.org/0000-0003-2635-5881
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Article History
Received: 9 June 2025
Accepted: 10 September 2025
First Online: 6 October 2025
Declarations
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: The IRB at Geisinger reviewed and determined the survey research reported in this article to be exempt research (IRB 2025-0254).
: Generative AI tools, including Claude Sonnet 3.7, ChatGPT o3 and 4o, and Gemini 2.5 Pro, were used to brainstorm the design of survey constructs that are aligned with community of practice and task-technology fit theories and the approaches for data analysis. All outputs were thoroughly vetted, and all statistical analysis was independently conducted. We conducted the critical design and interpretation of the study, as well as the writing and refinement of the article.
: Dr. Youngjin Cho is the consortium lead for AI at Aquifer, Inc. and receives an honorarium. Dr. John L. Szarek reports no potential conflict of interest.
