1.Artificial Intelligence-Based Patient Monitoring System for Medical Support
Eui-Sun KIM ; Sung-Jong EUN ; Khae-Hawn KIM
International Neurourology Journal 2023;27(4):280-286
Purpose:
In this paper, we present the development of a monitoring system designed to aid in the management and prevention of conditions related to urination. The system features an artificial intelligence (AI)-based recognition technology that automatically records a user’s urination activity. Additionally, we developed a technology that analyzes movements to prevent neurogenic bladder.
Methods:
Our approach included the creation of AI-based recognition technology that automatically logs users’ urination activities, as well as the development of technology that analyzes movements to prevent neurogenic bladder. Initially, we employed a recurrent neural network model for the urination activity recognition technology. For predicting the risk of neurogenic bladder, we utilized convolutional neural network (CNN)-based AI technology.
Results:
The performance of the proposed system was evaluated using a study population of 30 patients with urinary tract dysfunction, who collected data over a 60-day period. The results demonstrated an average accuracy of 94.2% in recognizing urinary tract activity, thereby confirming the effectiveness of the recognition technology. Furthermore, the motion analysis technology for preventing neurogenic bladder, which also employed CNN-based AI, showed promising results with an average accuracy of 83%.
Conclusions
In this study, we developed a urination disease monitoring system aimed at predicting and managing risks for patients with urination issues. The system is designed to support the entire care cycle of a patient by leveraging AI technology that processes various image and signal data. We anticipate that this system will evolve into digital treatment products, ultimately providing therapeutic benefits to patients.
2.Lab-on-a-chip for Urology.
International Neurourology Journal 2013;17(1):1-1
No abstract available.
Urology
4.Neurourology Transforms the Drug Development Experience.
International Neurourology Journal 2014;18(3):105-105
No abstract available.
5.Metabolomics Goes to Work for You.
International Neurourology Journal 2014;18(3):104-104
No abstract available.
Metabolomics*
6.Let's Pay Attention to the Average.
International Neurourology Journal 2014;18(1):1-2
No abstract available.
7.The Rise of On-Demand Research and Specific Applications: Optogenetics in Urology.
International Neurourology Journal 2015;19(1):1-2
No abstract available.
Optogenetics*
;
Urology*
8.A New Turnaround on the Urologist's Stance over the Inflammatory Signals.
International Neurourology Journal 2012;16(1):1-1
No abstract available.
9.More Than the Significance of Conventional Urinalysis.
International Neurourology Journal 2013;17(4):153-154
No abstract available.
Urinalysis*
10.Neurourological Application of Neurogenesis and Inflammation and Pain Mechanisms of Rocuronium Bromide.
International Neurourology Journal 2016;20(4):274-275
No abstract available.
Inflammation*
;
Neurogenesis*