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Comparative Overview of Machine Learning Models in Urology

Comparative Overview of Machine Learning Models in Urology

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Figure 1: Proposed Methodology for Urological Stone Detection Using ANN...
Figure 3: Normal CT Scan of Urology
Figure 4: CT Scan Showing No Stone
Figure 8: ROC Curve for Post-Surgical Outcome Prediction
Comparative Overview of Machine Learning Models in Urology
Applications of Neural Networks and Machine Learning Techniques in Medicine and Urology
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  • Feb 2025
The use of Artificial Intelligence, especially machine learning and artificial neural networks, has dramatically increased in urology, assisting in innovative ways for diagnosis, prognosis, and treatment planning. This paper presents an up-to-date review of AI advances in the field of urology that pertain to its imaging aspects, particularly regard...
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... the regulatory environment around medical AI is still evolving, and healthcare systems must ensure that these tools comply with medical standards and ethical guidelines. This Table 1 analysis depicts the comparative studies of works done in the field of urology using machine learning (ML) and neural network (NN) models. The analysis captures the main focus areas, the specific ML methods that were implemented and their corresponding clinical applications. ...