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Prediction of eating disorder treatment response trajectories via machine learning does not improve performance versus a simpler regression approach.

Hallie M EspelFengqing ZhangJ Graham ThomasJames F BoswellHeather Thompson-BrennerAdrienne S JuarascioMichael R Lowe
Published in: The International journal of eating disorders (2021)
Prediction of ED treatment response trajectories is feasible and achieves excellent performance, however, machine learning added little benefit. We discuss the need to explore how advance knowledge of expected trajectories may be used to plan treatment and deliver individualized interventions to maximize treatment effects.
Keyphrases
  • machine learning
  • depressive symptoms
  • emergency department
  • healthcare
  • artificial intelligence
  • physical activity
  • big data
  • combination therapy