THE ROLE OF MOBILE APPLICATIONS AND AI IN CONTINUOUS GLUCOSE MONITORING: A COMPREHENSIVE REVIEW OF KEY SCIENTIFIC CONTRIBUTIONS

Tharun Anand Reddy Sure 1
1 Department of Software Engineering, ServiceNow, USA.

Article Id - IJAIMED_01_01_002, Pages : 9-13, Date of Publication : 07, September 2023

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Abstract

Continuous Glucose Monitoring (CGM) has transformed diabetes management by providing real-time glucose data through mobile apps. This article explores the integration of Artificial Intelligence (AI) into CGM technology, enabling personalized insights and improved treatment outcomes. Combining mobile apps with AI opens new avenues in diabetes care, promising enhanced quality of life for patients. With ongoing technological advancements, the potential for further breakthroughs in diabetes management is vast. We stand at the threshold of an exciting era in diabetes care, offering hope for a brighter future for millions of individuals with diabetes.

Keywords

Continuous Glucose Monitoring (CGM), Diabetes Management, Real-time Glucose Data, Mobile Apps, Artificial Intelligence (AI), Personalized Insights, Quality Of Life, Future Of Diabetes Care

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Tharun Anand Reddy Sure, The Role of Mobile Applications and AI in Continuous Glucose Monitoring: A Comprehensive Review of Key Scientific Contributions, International Journal of Artificial Intelligence in Medicine (IJAIMED), 2023, 1(1), pp. 9-13

References

[1]    Heller, A., & Feldman, B. (2008). Electrochemistry in diabetes management. Chemical Reviews, 108(7), 2482-2505.

[2]    Zhong, Q., et al. (2017). Materials advances for next-generation glucose sensors. ACS Sensors, 2(4), 468-479.

[3]    Vaddiraju, S., et al. (2010). Technologies for continuous glucose monitoring: current problems and future promises. Journal of Diabetes Science and Technology, 4(6), 1540-1562.

[4]    Garg, S. K., et al. (1999). Correlation of fingerstick blood glucose measurements with GlucoWatch biographer glucose results in young subjects with type 1 diabetes. Diabetes Care, 22(10), 1708-1714.

[5]    Kaufman, F. R., et al. (2002). A pilot study of the continuous glucose monitoring system: Clinical decisions and glycemic control after its use in pediatric type 1 diabetic subjects. Diabetes Care, 25(12), 2030-2034.

[6]    Buckingham, B., et al. (2005). Real-time continuous glucose monitoring. Current Opinion in Endocrinology & Diabetes and Obesity, 12(2), 150-154.

[7]    Oliver, N., Toumazou, C., Cass, A., & Johnston, D. (2009). Glucose sensors: a review of current and emerging technology. Diabetic Medicine, 26(3), 197-210.

[8]    Lee, H., et al. (2017). A secure cloud computing based framework for big data information management of smart grid. Journal of Cloud Computing, 6(1), 1-13.

[9]    Jiang, J., et al. (2018). An efficient distributed trust model for wireless body area networks. IEEE Transactions on Parallel and Distributed Systems, 29(7), 1607-1619.

[10]    van Beers CAJ, DeVries JH, Kleijer SJ, et al. Continuous glucose monitoring for patients with type 1 diabetes and impaired awareness of hypoglycemia (IN CONTROL): a randomized, open-label, crossover trial. The Lancet Diabetes & Endocrinology. 2016;4(11):893-902. doi:10.1016/S2213-8587(16)30193-0

[11]    El-Laboudi A, Oliver N, Cass A, Johnston D, Borgman R, Puenpatom A, et al. Use of artificial intelligence in continuous glucose monitoring: current status, challenges and opportunities. Diabetes Technol Ther. 2021;23(S1):S-80-S-86. doi: 10.1089/dia.2021.2525.abstracts

[12]    Zhu T, Liang G, Huang Z, et al. Machine learning algorithm for early detection of hypoglycemia based on continuous glucose monitoring. Diabetes Technol Ther. 2021;23(4):297-304. doi:10.1089/dia.2020

[13]    Turksoy K, Quinn LT, Littlejohn E, Cinar A. An integrated multivariable artificial pancreas control system. J Diabetes Sci Technol. 2014;8(3):498-507. doi:10.1177/1932296814527559

[14]    Bally L, Thabit H, Kojzar H, et al. Closed-loop insulin delivery for glycemic control in noncritical care. N Engl J Med. 2022;386(6):495-505. doi:10.1056/NEJMoa2107141

[15]    Li X, Huang Z, Zhu T, et al. Using convolutional neural network to predict personalized postprandial glucose responses based on CGM data. Diabetes Technol Ther. 2021;23(4):306-313. doi:10.1089/dia.2020.0450

[16]    Agarwal P, Wang Y, Nguyen HV, et al. Testing a conversational agent for the prevention of hypoglycemia (CAP-Hyp): protocol for a randomized controlled trial. JMIR Res Protoc. 2020;9(8):e18639. Published 2020 Aug 12. doi:10.2196/18639

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Chief Editor

Dr. Y. Omidi - Professor, Faculty of Pharmacy, School of Advanced Biomedical Sciences, Tabriz University of Medical Sciences, Iran


Editorial Board

Ms. Vaishali Mane - Sr Product Analyst, CMS.gov [Contracting], Austin, TX

Mr. Rakesh Margam - Healthcare IT Expert, SecureKloud Technologies Inc, CA, USA

Mr. Sai Teja Makani - Senior Manager, Dev Ops, Spotter Inc, Allentown, PA, USA

Mr. Tharun Anand Reddy Sure - Senior Software Engineer - iOS, ServiceNow, Austin, Texas, USA

Mr. Rudrendu Paul - Boston University, USA

Mr. Raghava Dittakavi - Team Lead, DevOps, Tracelink.INC, MA, United States


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IJAIMED Journal Stats

Publication years 2023-2023
Publication count 2
Total Volumes 1
Total Issues 1
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