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Assessing the validity of a data driven segmentation approach: A 4 year longitudinal study of healthcare utilization and mortality.

Lian Leng LowShi YanElenore Judy B UyChuen Seng TanJulian Thumboo
Published in: PloS one (2018)
Our data-driven clustering analysis on a general patient population in Singapore identified five patient segments with distinct longitudinal healthcare utilization patterns and mortality risk to provide an evidence-based segmentation of a regional health system's healthcare needs.
Keyphrases
  • healthcare
  • deep learning
  • case report
  • convolutional neural network
  • cardiovascular events
  • health information
  • single cell
  • type diabetes
  • risk factors
  • cardiovascular disease
  • social media