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Assessing the net benefit of machine learning models in the presence of resource constraints.

Karandeep SinghNigam Haresh ShahAndrew Julian Vickers
Published in: Journal of the American Medical Informatics Association : JAMIA (2023)
This study provides a method to account for resource constraints when planning model-based interventions, either to avoid implementations where constraints are expected to play a larger role or to design more creative solutions (eg, converted ICU beds) to overcome absolute constraints when possible.
Keyphrases
  • machine learning
  • intensive care unit
  • physical activity
  • artificial intelligence
  • mechanical ventilation
  • big data
  • deep learning
  • acute respiratory distress syndrome