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Machine learning for improving high-dimensional proxy confounder adjustment in healthcare database studies: An overview of the current literature.
Wyss R, Yanover C, El-Hay T, Bennett D, Platt RW, Zullo AR, Sari G, Wen X, Ye Y, Yuan H, Gokhale M, Patorno E, Lin KJ. Wyss R, et al. Among authors: el hay t. Pharmacoepidemiol Drug Saf. 2022 Sep;31(9):932-943. doi: 10.1002/pds.5500. Epub 2022 Jul 5. Pharmacoepidemiol Drug Saf. 2022. PMID: 35729705 Free PMC article. Review.
How the weather affects the pain of citizen scientists using a smartphone app.
Dixon WG, Beukenhorst AL, Yimer BB, Cook L, Gasparrini A, El-Hay T, Hellman B, James B, Vicedo-Cabrera AM, Maclure M, Silva R, Ainsworth J, Pisaniello HL, House T, Lunt M, Gamble C, Sanders C, Schultz DM, Sergeant JC, McBeth J. Dixon WG, et al. Among authors: el hay t. NPJ Digit Med. 2019 Oct 24;2:105. doi: 10.1038/s41746-019-0180-3. eCollection 2019. NPJ Digit Med. 2019. PMID: 31667359 Free PMC article.
Towards global model generalizability: independent cross-site feature evaluation for patient-level risk prediction models using the OHDSI network.
Naderalvojoud B, Curtin CM, Yanover C, El-Hay T, Choi B, Park RW, Tabuenca JG, Reeve MP, Falconer T, Humphreys K, Asch SM, Hernandez-Boussard T. Naderalvojoud B, et al. Among authors: el hay t. J Am Med Inform Assoc. 2024 Feb 27:ocae028. doi: 10.1093/jamia/ocae028. Online ahead of print. J Am Med Inform Assoc. 2024. PMID: 38412331