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Privacy-Preserving Prediction of Postoperative Mortality in Multi-Institutional Data: Development and Usability Study.

Jungyo SuhGaram LeeJung Woo KimJunbum ShinYi-Jun KimSang-Wook LeeSulgi Kim
Published in: JMIR medical informatics (2024)
Prediction models using multi-institutional data sets processed with HE outperformed those using single-institution data sets, especially when our model adaptation approach was applied, which was further validated on a smaller host hospital with a limited data set.
Keyphrases
  • electronic health record
  • big data
  • healthcare
  • emergency department
  • cardiovascular disease
  • machine learning
  • health information
  • cardiovascular events
  • risk factors
  • adverse drug
  • social media
  • acute care