Pulse oximetry values from 33,080 participants in the Apple Heart & Movement Study. - Ian Shapiro; Jeff Stein; Calum A. MacRae; Michael O'Reilly (npj Digit. Medicine, 2023)

Large-scale Training of Foundation Models for Wearable Biosignals. - Salar Abbaspourazad; Oussama Elachqar; Andrew C. Miller; Saba Emrani; Udhyakumar Nallasamy; Ian Shapiro (ICLR, 2024)

Wearable Accelerometer Foundation Models for Health via Knowledge Distillation. - Salar Abbaspourazad; Anshuman Mishra; Joseph Futoma; Andrew C. Miller; Ian Shapiro (CoRR, 2024)

Understanding activity and physiology at scale: The Apple Heart & Movement Study. - James Truslow; Angela Spillane; Huiming Lin; Katherine Cyr; Adeeti Ullal; Edith Arnold; Ron Huang; Laura Rhodes; Jennifer Block; Jamie Stark; James Kretlow; Alexis L. Beatty; et al. (npj Digit. Medicine, 2024)