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Chronic Disease Prediction Using the Common Data Model: Development Study.

Chanjung LeeBrian JoHyun-Ki WooYoori ImRae Woong ParkChulHyoung Park
Published in: JMIR AI (2022)
This study demonstrates the possibility for the preemptive management of chronic diseases by predicting the occurrence of chronic diseases using the CDM and machine learning. With these models, the risk of developing major chronic diseases within 10 years can be demonstrated by identifying health risk factors using our chronic disease prediction machine learning model developed with the real-world data-based CDM and National Health Insurance Corporation examination data that individuals can easily obtain.
Keyphrases
  • machine learning
  • health insurance
  • big data
  • risk factors
  • electronic health record
  • public health
  • artificial intelligence
  • risk assessment
  • mental health
  • deep learning
  • health information
  • social media
  • human health