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A Rest Quality Metric Using a Cluster-Based Analysis of Accelerometer Data and Correlation With Digital Medicine Ingestion Data: Algorithm Development.

Zahra HeidaryJeffrey M CochranTimothy Peters-StricklandJonathan Knights
Published in: JMIR formative research (2021)
This result demonstrates the ability of digital medicine systems to quantify patient rest quality, providing a framework for further work to expand the participant population, compare these rest metrics to gold-standard sleep measurements, and correlate these digital medicine biomarkers with objective medication ingestion data.
Keyphrases
  • electronic health record
  • big data
  • physical activity
  • healthcare
  • machine learning
  • deep learning
  • case report
  • emergency department
  • data analysis
  • artificial intelligence
  • adverse drug