A comparative analysis of machine learning models: a case study in predicting chronic kidney disease
In the modern world, chronic kidney disease is one of the most severe diseases that
negatively affects human life. It is becoming a growing problem in both developed and …
negatively affects human life. It is becoming a growing problem in both developed and …
Clinical risk assessment of patients with chronic kidney disease by using clinical data and multivariate models
Z Chen, X Zhang, Z Zhang - International urology and nephrology, 2016 - Springer
Purpose Timely risk assessment of chronic kidney disease (CKD) and proper community-
based CKD monitoring are important to prevent patients with potential risk from further …
based CKD monitoring are important to prevent patients with potential risk from further …
A semi-supervised multi-task learning approach for predicting short-term kidney disease evolution
Kidney Disease (KD) may hide complex causes and is associated with a tremendous socio-
economic impact. Timely identification and management from the first level of medical care …
economic impact. Timely identification and management from the first level of medical care …
Development of risk prediction equations for incident chronic kidney disease
Importance Early identification of individuals at elevated risk of developing chronic kidney
disease (CKD) could improve clinical care through enhanced surveillance and better …
disease (CKD) could improve clinical care through enhanced surveillance and better …
Predicting outcomes of chronic kidney disease from EMR data based on Random Forest Regression
Chronic kidney disease (CKD) is prevalent across the world, and kidney function is well
defined by an estimated glomerular filtration rate (eGFR). The progression of kidney disease …
defined by an estimated glomerular filtration rate (eGFR). The progression of kidney disease …
Computer-aided diagnosis of chronic kidney disease in developing countries: A comparative analysis of machine learning techniques
A Sobrinho, ACMDS Queiroz, LD Da Silva… - IEEE …, 2020 - ieeexplore.ieee.org
The high incidence and prevalence of chronic kidney disease (CKD), often caused by late
diagnoses, is a critical public health problem, especially in developing countries such as …
diagnoses, is a critical public health problem, especially in developing countries such as …
Clinical prediction models for progression of chronic kidney disease to end-stage kidney failure under pre-dialysis nephrology care: results from the Chronic Kidney …
T Hasegawa, K Sakamaki, F Koiwa, T Akizawa… - Clinical and …, 2019 - Springer
Background Reliable prediction tools are needed to identify patients with chronic kidney
disease (CKD) at greater risk of developing end-stage kidney failure (ESKF). We developed …
disease (CKD) at greater risk of developing end-stage kidney failure (ESKF). We developed …
Enhancing the early detection of chronic kidney disease: a robust machine learning model
Clinical decision-making in chronic disorder prognosis is often hampered by high variance,
leading to uncertainty and negative outcomes, especially in cases such as chronic kidney …
leading to uncertainty and negative outcomes, especially in cases such as chronic kidney …
Machine‐learning–based early prediction of end‐stage renal disease in patients with diabetic kidney disease using clinical trials data
S Belur Nagaraj, MJ Pena, W Ju… - Diabetes, Obesity …, 2020 - Wiley Online Library
Aim To predict end‐stage renal disease (ESRD) in patients with type 2 diabetes by using
machine‐learning models with multiple baseline demographic and clinical characteristics …
machine‐learning models with multiple baseline demographic and clinical characteristics …
Increasing tendency of urine protein is a risk factor for rapid eGFR decline in patients with CKD: A machine learning-based prediction model by using a big database
D Inaguma, A Kitagawa, R Yanagiya, A Koseki… - PLoS …, 2020 - journals.plos.org
Artificial intelligence is increasingly being adopted in medical fields to predict various
outcomes. In particular, chronic kidney disease (CKD) is problematic because it often …
outcomes. In particular, chronic kidney disease (CKD) is problematic because it often …