Prediction of evening fatigue severity in outpatients receiving chemotherapy: less may be more.
Kord M KoberRitu RoyAnand A DhruvaYvette P ConleyRaymond Javan ChanBruce CooperAdam B OlshenChristine A MiaskowskiPublished in: Fatigue : biomedicine, health & behavior (2021)
This study is the first to use machine learning techniques to predict evening fatigue severity in the week following chemotherapy from fatigue scores obtained in the week prior to chemotherapy. Our findings suggest that the language used to assess clinical fatigue in oncology patients is important and that two simple questions may be used to predict evening fatigue severity.
Keyphrases
- sleep quality
- machine learning
- locally advanced
- end stage renal disease
- ejection fraction
- newly diagnosed
- chronic kidney disease
- squamous cell carcinoma
- prognostic factors
- radiation therapy
- clinical trial
- physical activity
- depressive symptoms
- rectal cancer
- deep learning
- chemotherapy induced
- placebo controlled
- double blind