2019 · 58 citations · 2 references
ComputingComputer ScienceHealth InformaticsData MiningFeature EngineeringMachine LearningChronic Kidney DiseasePredictive Health ModelingRenal AssessmentRenal DiseaseRenal Function TestingRenal Function TestsAutomated Machine LearningCkd ProgressionClassification AlgorithmsImpaired Kidney FunctionMachine Learning ClassificationMachine Learning For DiagnosisMachine Learning For HealthcareMachine Learning Prediction Models
Chronic kidney disease (CKD) is a type of kidney disease in which there is gradual loss of kidney function over a period of months or years. Prediction of this disease is one of the most important problems in medical fields. So automated tool which will use machine learning techniques to determine the patient's kidney condition that will be helpful to the doctors in prediction of chronic kidney disease and hence better treatment. The proposed system extracts the features which are responsible for CKD, then machine learning process can automate the classification of the chronic kidney disease in different stages according to its severity. The objective is to use machine learning algorithm and suggest suitable diet plan for CKD patient using classification algorithm on medical test records. Diet recommendation for patient will be given according to potassium zone which is calculated using blood potassium level to slow down the progression of CKD.
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