Artificial intelligence-driven transformations in diabetes care: a comprehensive literature review

Muhammad Iftikhar, Muhammad Saqib, S. N. Qayyum, Rehana Asmat, Hassan Mumtaz, Muhammad Rehan, Irfan Ullah, Iftikhar Ud-din, Samim Noori, Maleeka Khan, Ehtisham Rehman, Zain Ejaz
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Abstract

Artificial intelligence (AI) has been applied in healthcare for diagnosis, treatments, disease management and for studying underlying mechanisms and disease complications in diseases like diabetes and metabolic disorders. This review is a comprehensive overview of various applications of AI in the healthcare system for managing diabetes. A literature search was conducted on PubMed to locate studies integrating AI in the diagnosis, treatment, management and prevention of diabetes. As diabetes is now considered a pandemic now so employing AI and machine learning approaches can be applied to limit diabetes in areas with higher prevalence. Machine learning algorithms can visualize big datasets, and make predictions. AI-powered mobile apps and the closed-loop system automated glucose monitoring and insulin delivery can lower the burden on insulin. AI can help identify disease markers and potential risk factors as well. While promising, AI’s integration in the medical field is still challenging due to privacy, data security, bias, and transparency. Overall, AI’s potential can be harnessed for better patient outcomes through personalized treatment.
人工智能驱动的糖尿病护理变革:综合文献综述
人工智能(AI)已被应用于医疗保健领域的诊断、治疗、疾病管理,以及研究糖尿病和代谢紊乱等疾病的潜在机制和并发症。本综述全面概述了人工智能在医疗系统中用于糖尿病管理的各种应用。我们在 PubMed 上进行了文献检索,以找到将人工智能融入糖尿病诊断、治疗、管理和预防的研究。由于糖尿病现在被认为是一种大流行病,因此可以采用人工智能和机器学习方法来限制糖尿病在高发地区的流行。机器学习算法可以将大数据集可视化,并进行预测。人工智能驱动的移动应用程序以及自动血糖监测和胰岛素输送的闭环系统可以降低胰岛素的负担。人工智能还能帮助识别疾病标志物和潜在风险因素。虽然人工智能大有可为,但由于隐私、数据安全、偏见和透明度等问题,人工智能与医疗领域的融合仍面临挑战。总体而言,可以利用人工智能的潜力,通过个性化治疗为患者带来更好的治疗效果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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