Yang, Hao Yuan
Raghunathan, Karthik
Widera, Eric
Pantilat, Steven Z.
Brender, Teva
Heintz, Timothy A.
Espejo, Edie
Boscardin, John
Mills, Hunter
Lee, Albert
Berchuck, Jacob
Cobert, Julien
Funding for this research was provided by:
Hellman Foundation
UCSF Noyce Initiative for Digital Transformation in Computational Biology & Health
UCSF Department of Anesthesia Seed Grant
Article History
Received: 11 December 2024
Accepted: 8 May 2025
First Online: 18 May 2025
Declarations
:
: The authors declare no competing interests.
: This study was approved by UCSF’s institutional review board (IRB 20-30590). All data used from this study was from UCSF de-identified datasets or de-identified PCQC data and no consent was required.
: Dr. Cobert—supported by the UCSF Noyce Initiative for Digital Transformation in Computational Biology & Health, the Hellman Fellows Foundation, UCSF Anesthesia Department Seed Grant and by the UCSF Claude D. Pepper Older Americans Independence Center funded by NIA (P30 AG044281). Dr. Pantilat—supported by grants from the Hellman Foundation. Has advisory roles in the Cambia Sojourns Scholar Leadership Program and the Palliative Care Quality Collaborative Advisory Board.