Digital phenotyping from wearables using AI characterizes psychiatric disorders and identifies genetic associations
Jason J. Liu, Beatrice Borsari, Yunyang Li, Susanna Liu, Yuan Gao, Xin Xin, Shaoke Lou, Matthew Jensen, Diego Garrido-Martin, Terril Verplaetse, Garrett Ash, Jing Zhang, Matthew J. Girgenti, Walter Roberts, Mark Gerstein (2024). medRxiv.

Establishing a Global Standard for Wearable Devices in Sport and Exercise Medicine: Perspectives from Academic and Industry Stakeholders.
GI Ash, M Stults-Kolehmainen, MA Busa, AE Gaffey, K Angeloudis, B Muniz-Pardos, R Gregory, RA Huggins, NS Redeker, SA Weinzimer, LA Grieco, K Lyden, E Megally, I Vogiatzis, L Scher, X Zhu, JS Baker, C Brandt, MS Businelle, LM Fucito, S Griggs, R Jarrin, BJ Mortazavi, T Prioleau, W Roberts, EK Spanakis, LM Nally, A Debruyne, N Bachl, F Pigozzi, F Halabchi, DA Ramagole, DC Janse van Rensburg, B Wolfarth, C Fossati, S Rozenstoka, K Tanisawa, M Borjesson, JA Casajus, A Gonzalez-Aguero, I Zelenkova, J Swart, G Gursoy, W Meyerson, J Liu, D Greenbaum, YP Pitsiladis, MB Gerstein (2021). Sports Med 51: 2237-2250.

Bayesian structural time series for biomedical sensor data: A flexible modeling framework for evaluating interventions.
J Liu, DJ Spakowicz, GI Ash, R Hoyd, R Ahluwalia, A Zhang, S Lou, D Lee, J Zhang, C Presley, A Greene, M Stults-Kolehmainen, LM Nally, JS Baker, LM Fucito, SA Weinzimer, AV Papachristos, M Gerstein (2021). PLoS Comput Biol 17: e1009303.

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