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Ensuring electronic medical record simulation through better training, modeling, and evaluation

OBJECTIVE: Electronic medical records (EMRs) can support medical research and discovery, but privacy risks limit the sharing of such data on a wide scale. Various approaches have been developed to mitigate risk, including record simulation via generative adversarial networks (GANs). While showing pr...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Veröffentlicht in:J Am Med Inform Assoc
Hauptverfasser: Zhang, Ziqi, Yan, Chao, Mesa, Diego A, Sun, Jimeng, Malin, Bradley A
Format: Artigo
Sprache:Inglês
Veröffentlicht: Oxford University Press 2019
Schlagworte:
Online Zugang:https://ncbi.nlm.nih.gov/pmc/articles/PMC6913223/
https://ncbi.nlm.nih.gov/pubmed/31592533
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1093/jamia/ocz161
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