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Using Machine Learning to Predict Antidepressant Treatment Outcome From Electronic Health Records.
Xu Z, Vekaria V, Wang F, Cukor J, Su C, Adekkanattu P, Brandt P, Jiang G, Kiefer RC, Luo Y, Rasmussen LV, Xu J, Xiao Y, Alexopoulos G, Pathak J. Xu Z, et al. Among authors: vekaria v. Psychiatr Res Clin Pract. 2023 Mar 26;5(4):118-125. doi: 10.1176/appi.prcp.20220015. eCollection 2023 Winter. Psychiatr Res Clin Pract. 2023. PMID: 38077277 Free PMC article.
Prediction of left ventricular ejection fraction changes in heart failure patients using machine learning and electronic health records: a multi-site study.
Adekkanattu P, Rasmussen LV, Pacheco JA, Kabariti J, Stone DJ, Yu Y, Jiang G, Luo Y, Brandt PS, Xu Z, Vekaria V, Xu J, Wang F, Benda NC, Peng Y, Goyal P, Ahmad FS, Pathak J. Adekkanattu P, et al. Among authors: vekaria v. Sci Rep. 2023 Jan 6;13(1):294. doi: 10.1038/s41598-023-27493-8. Sci Rep. 2023. PMID: 36609415 Free PMC article.
Comorbidity and healthcare utilization in patients with treatment resistant depression: A large-scale retrospective cohort analysis using electronic health records.
Adekkanattu P, Olfson M, Susser LC, Patra B, Vekaria V, Coombes BJ, Lepow L, Fennessy B, Charney A, Ryu E, Miller KD, Pan L, Yangchen T, Talati A, Wickramaratne P, Weissman M, Mann J, Biernacka JM, Pathak J. Adekkanattu P, et al. Among authors: vekaria v. J Affect Disord. 2023 Mar 1;324:102-113. doi: 10.1016/j.jad.2022.12.044. Epub 2022 Dec 15. J Affect Disord. 2023. PMID: 36529406 Free PMC article.
Extracting social determinants of health from electronic health records using natural language processing: a systematic review.
Patra BG, Sharma MM, Vekaria V, Adekkanattu P, Patterson OV, Glicksberg B, Lepow LA, Ryu E, Biernacka JM, Furmanchuk A, George TJ, Hogan W, Wu Y, Yang X, Bian J, Weissman M, Wickramaratne P, Mann JJ, Olfson M, Campion TR, Weiner M, Pathak J. Patra BG, et al. Among authors: vekaria v. J Am Med Inform Assoc. 2021 Nov 25;28(12):2716-2727. doi: 10.1093/jamia/ocab170. J Am Med Inform Assoc. 2021. PMID: 34613399 Free PMC article.
Subphenotyping depression using machine learning and electronic health records.
Xu Z, Wang F, Adekkanattu P, Bose B, Vekaria V, Brandt P, Jiang G, Kiefer RC, Luo Y, Pacheco JA, Rasmussen LV, Xu J, Alexopoulos G, Pathak J. Xu Z, et al. Among authors: vekaria v. Learn Health Syst. 2020 Aug 3;4(4):e10241. doi: 10.1002/lrh2.10241. eCollection 2020 Oct. Learn Health Syst. 2020. PMID: 33083540 Free PMC article.