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An efficient and accurate distributed learning algorithm for modeling multi-site zero-inflated count outcomes.

Edmondson MJ, Luo C, Duan R, Maltenfort M, Chen Z, Locke K Jr, Shults J, Bian J, Ryan PB, Forrest CB, Chen Y. Edmondson MJ, et al. Sci Rep. 2021 Oct 4;11(1):19647. doi: 10.1038/s41598-021-99078-2. Sci Rep. 2021. PMID: 34608222 Free PMC article.

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Identifying Clinical Risk Factors for Opioid Use Disorder using a Distributed Algorithm to Combine Real-World Data from a Large Clinical Data Research Network.

Tong J, Chen Z, Duan R, Lo-Ciganic WH, Lyu T, Tao C, Merkel PA, Kranzler HR, Bian J, Chen Y. Tong J, et al. AMIA Annu Symp Proc. 2021 Jan 25;2020:1220-1229. eCollection 2020. AMIA Annu Symp Proc. 2021. PMID: 33936498 Free PMC article.

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New horizons in evidence-based care for older people: individual participant data meta-analysis.

Clegg A, Bandeen-Roche K, Farrin A, Forster A, Gill TM, Gladman J, Kerse N, Lindley R, McManus RJ, Melis R, Mujica-Mota R, Raina P, Rockwood K, Teh R, van der Windt D, Witham M. Clegg A, et al. Age Ageing. 2022 Apr 1;51(4):afac090. doi: 10.1093/ageing/afac090. Age Ageing. 2022. PMID: 35460409 Free PMC article.

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Lossless integration of multiple electronic health records for identifying pleiotropy using summary statistics.

Li R, Duan R, Zhang X, Lumley T, Pendergrass S, Bauer C, Hakonarson H, Carrell DS, Smoller JW, Wei WQ, Carroll R, Velez Edwards DR, Wiesner G, Sleiman P, Denny JC, Mosley JD, Ritchie MD, Chen Y, Moore JH. Li R, et al. Nat Commun. 2021 Jan 8;12(1):168. doi: 10.1038/s41467-020-20211-2. Nat Commun. 2021. PMID: 33420026 Free PMC article.

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Weight-Based Framework for Predictive Modeling of Multiple Databases With Noniterative Communication Without Data Sharing: Privacy-Protecting Analytic Method for Multi-Institutional Studies.

Park JA, Sung MD, Kim HH, Park YR. Park JA, et al. JMIR Med Inform. 2021 Apr 5;9(4):e21043. doi: 10.2196/21043. JMIR Med Inform. 2021. PMID: 33818396 Free PMC article.

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dPQL: a lossless distributed algorithm for generalized linear mixed model with application to privacy-preserving hospital profiling.

Luo C, Islam MN, Sheils NE, Buresh J, Schuemie MJ, Doshi JA, Werner RM, Asch DA, Chen Y. Luo C, et al. J Am Med Inform Assoc. 2022 May 17:ocac067. doi: 10.1093/jamia/ocac067. Online ahead of print. J Am Med Inform Assoc. 2022. PMID: 35579348

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ODACH: a one-shot distributed algorithm for Cox model with heterogeneous multi-center data.

Luo C, Duan R, Naj AC, Kranzler HR, Bian J, Chen Y. Luo C, et al. Sci Rep. 2022 Apr 22;12(1):6627. doi: 10.1038/s41598-022-09069-0. Sci Rep. 2022. PMID: 35459767 Free PMC article.

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The OneFlorida Data Trust: a centralized, translational research data infrastructure of statewide scope.

Hogan WR, Shenkman EA, Robinson T, Carasquillo O, Robinson PS, Essner RZ, Bian J, Lipori G, Harle C, Magoc T, Manini L, Mendoza T, White S, Loiacono A, Hall J, Nelson D. Hogan WR, et al. J Am Med Inform Assoc. 2022 Mar 15;29(4):686-693. doi: 10.1093/jamia/ocab221. J Am Med Inform Assoc. 2022. PMID: 34664656 Free PMC article.

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Distributed Quasi-Poisson regression algorithm for modeling multi-site count outcomes in distributed data networks.

Edmondson MJ, Luo C, Nazmul Islam M, Sheils NE, Buresh J, Chen Z, Bian J, Chen Y. Edmondson MJ, et al. J Biomed Inform. 2022 Jul;131:104097. doi: 10.1016/j.jbi.2022.104097. Epub 2022 May 25. J Biomed Inform. 2022. PMID: 35643272

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Leverage Real-world Longitudinal Data in Large Clinical Research Networks for Alzheimer's Disease and Related Dementia (ADRD).

Duan R, Chen Z, Tong J, Luo C, Lyu T, Tao C, Maraganore D, Bian J, Chen Y. Duan R, et al. AMIA Annu Symp Proc. 2021 Jan 25;2020:393-401. eCollection 2020. AMIA Annu Symp Proc. 2021. PMID: 33936412 Free PMC article.

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