Kidney Function
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Benchmarks
HiRID
Most implemented
Yet Another ICU Benchmark: A Flexible Multi-Center Framework for Clinical ML
MLC at HECKTOR 2022: The Effect and Importance of Training Data when Analyzing Cases of Head and Neck Tumors using Machine Learning
Performance Analysis of Machine Learning Algorithms in Chronic Kidney Disease Prediction
Papers
Explainable AI for Chronic Kidney Disease Prediction Using Simulated Federated Learning
Chronic Kidney Disease (CKD), characterized by the gradual loss of kidney function, remains a significant public health challenge. Early detection is crucial for preventing severe complications and enhancing patient outc…
Federated LearningKidney FunctionGenerating Counterfactual Patient Timelines from Real-World Data
Counterfactual simulation - exploring hypothetical consequences under alternative clinical scenarios - holds promise for transformative applications such as personalized medicine and in silico trials. However, it remains…
Kidney FunctionMachine Learning Models for Predicting Smoking-Related Health Decline and Disease Risk
Smoking continues to be a major preventable cause of death worldwide, affecting millions through damage to the heart, metabolism, liver, and kidneys. However, current medical screening methods often miss the early warnin…
Kidney FunctionPerformance Analysis of Machine Learning Algorithms in Chronic Kidney Disease Prediction
Kidneys are the filter of the human body. About 10% of the global population is thought to be affected by Chronic Kidney Disease (CKD), which causes kidney function to decline. To protect in danger patients from addition…
Kidney FunctionRobust Kidney Abnormality Segmentation: A Validation Study of an AI-Based Framework
Kidney abnormality segmentation has important potential to enhance the clinical workflow, especially in settings requiring quantitative assessments. Kidney volume could serve as an important biomarker for renal diseases,…
Image SegmentationKidney FunctionMedical Image SegmentationSegmentation+1Testing Causal Explanations: A Case Study for Understanding the Effect of Interventions on Chronic Kidney Disease
Randomized controlled trials (RCTs) are the standard for evaluating the effectiveness of clinical interventions. To address the limitations of RCTs on real-world populations, we developed a methodology that uses a large …
Kidney Function