Publications by authors named "Maria Jose Martinez Martinez"
Prediction of the hemoglobin level in hemodialysis patients using machine learning techniques.
Comput Methods Programs Biomed
November 2014
Article Synopsis
- - Patients with chronic renal failure often experience anemia, making it crucial to monitor their hemoglobin (Hb) levels for better treatment outcomes.
- - This study aims to predict Hb values using data from European hemodialysis patients, utilizing both analytical measurements and medication dosages.
- - Researchers developed both global models (like Linear Models and Artificial Neural Networks) and local models (using clustering techniques) to improve prediction accuracy, while also identifying the most relevant factors influencing Hb levels.