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MUST-Plus: A Machine Learning Classifier That Improves Malnutrition Screening in Acute Care Facilities.

Prem TimsinaHimanshu N JoshiFu-Yuan ChengIlana KerschSara WilsonClaudia ColganRobert FreemanDavid L ReichJeffrey MechanickMadhu MazumdarMatthew A LevinArash Kia
Published in: Journal of the American College of Nutrition (2020)
ML-based MUST-Plus provided superior performance in identifying malnutrition compared to the classic MUST. The tool can be used for improving the operational efficiency of RDs by timely referrals of high-risk patients.
Keyphrases
  • acute care
  • machine learning
  • end stage renal disease
  • chronic kidney disease
  • ejection fraction
  • newly diagnosed
  • prognostic factors
  • peritoneal dialysis