Bains, Semerjit
Ahumada, Luis
Gonzales, Fiorella
Kuo, Frederick
Shargo, Ryan
Tudor, Brant
Rehman, Mohamed
Dalesio, Nicholas M.
Article History
Received: 18 November 2025
Accepted: 26 February 2026
First Online: 18 March 2026
Declarations
:
: Institutional review board exempt, classified as a quality improvement initiative, not research. Non-punitive and confidential use of the JHHS Sustainability Dashboard reinforced through a terms of use agreement prior to access; secure access maintained via password protected login. Individual and group clinician performance analytics obtained from the dashboard cannot be used for determination of contract renewal, continued employment, cause for termination, nor punitive intervention.
: All authors have reviewed the contents of the manuscript in its entirety and have approved and consented for its publication.
: Author Luis Ahumada, PhD is an associate editor of the Journal of Medical Systems.
: Not applicable.