Artificial Intelligence-Empowered Multimodal Learning in Psychiatry: A Scoping Review
Li F, Li P, Bhandarkar A, Huo N, Raja K, Hong N, Kumar R, Altalib HH, Lu Y, Wang T, Lei Y, Jin KW, Li H, Cao W, Oesterle T, Chen Y, Tao C, Xu H.
Biol Psychiatry Cogn Neurosci Neuroimaging. 2026 Mar 30 (Epub ahead of print).
PMID: 41921663
DOI: 10.1016/j.bpsc.2026.03.013
Accelerating AI innovation in healthcare: real-world clinical research applications on the Mayo Clinic Platform
Yu Y, Hu X, Rajaganapathy S, Feng J, Abdelhameed A, Li X, Li J, Liu X, Yang L, Ertekin-Taner N, Fiero P, Boroumand S, Larsen R, Goyal M, Otley CC, Zong N, Shah VH, Halamka JD, Tao C.
Npj Health Syst. 2026;3(1):17.
PMID: 41710561
PMCID: PMC12909107
DOI: 10.1038/s44401-026-00068-1
A communication-efficient federated learning algorithm to assess racial disparities in post-transplantation survival time
Wang Y, Zhang D, Tong J, He X, Li L, Sun L, Shukla AM, Bian J, Asch DA, Chen Y.
J Am Med Inform Assoc. 2025 Dec 1;32(12):1916-1926.
PMID: 40990064
PMCID: PMC12646379
DOI: 10.1093/jamia/ocaf138
Unlocking efficiency in real-world collaborative studies: a multi-site international study with one-shot lossless GLMM algorithm
Tong J, Reps JM, Luo C, Lu Y, Li L, Ramirez-Anguita JM, Brand MT, DuVall SL, Falconer T, Fuentes AM, He X, Matheny ME, Mayer MA, Patel BK, Simon KR, Suchard MA, Tang G, Viernes B, Williams RD, van Zandt M, Wang F, Bian J, Zhou J, Asch DA, Chen Y.
NPJ Digit Med. 2025 Jul 19;8(1):457.
PMID: 40681761
PMCID: PMC12274576
DOI: 10.1038/s41746-025-01846-1
Negative control-calibrated difference-in-difference analyses: addressing unmeasured confounding in RWD with application to racial/ethnic differences
Zhang D, Zhang B, Wang H, Lu Y, Wolock CJ, Hu W, Wang L, Hripcsak G, Chen Y.
NPJ Digit Med. 2025 Jul 17;8(1):452.
PMID: 40676203
PMCID: PMC12271539
DOI: 10.1038/s41746-025-01821-w
DisC2o-HD: Distributed causal inference with covariates shift for analyzing real-world high-dimensional data
Tong J, Hu J, Hripcsak G, Ning Y, Chen Y.
J Mach Learn Res. 2025;26:3.
PMID: 40677680
PMCID: PMC12269483
Leveraging undecided cases in chart-reviewed phenotypes to enhance EHR-based association studies
Jian X, Zhang D, Yu Z, Xu H, Bian J, Wu Y, Tong J, Chen Y.
J Biomed Inform. 2025 Jun;166:104839.
PMID: 40316004
PMCID: PMC12243065
DOI: 10.1016/j.jbi.2025.104839
Empowering Alzheimer's caregivers with conversational AI: a novel approach for enhanced communication and personalized support
Hasan WU, Zaman KT, Wang X, Li J, Xie B, Tao C.
NPJ Biomed Innov. 2024 Dec 4;1(1):3.
PMID: 42032173
PMCID: PMC13055072
DOI: 10.1038/s44385-024-00004-8
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