Diabetes nutrition therapy

  • 文章类型: Journal Article
    糖尿病是一种非传染性疾病,已达到流行病的程度,影响全球5.37亿人。人工智能可以支持患者或临床医生进行糖尿病营养治疗-这是大多数1型和2型糖尿病病例的第一种药物治疗。特别是,基于本体的推荐器和决策支持系统可以提供专家知识的可计算表示,从而提供患者定制的营养建议或支持临床人员确定最合适的饮食。这项工作提出了对描述此类系统中糖尿病的领域本体的系统文献综述,确定它们的潜在概念化,系统针对的用户,解决了糖尿病的类型,以及提供的营养建议。这篇综述还深入研究了领域本体的结构,强调可能阻碍(或促进)糖尿病营养治疗的推荐和决策支持系统采用它们的几个方面。此审查过程的结果可以强调如何制定建议以及临床专家在开发领域本体论中的作用,概述了这一研究领域的研究趋势。研究结果还可以确定研究方向,这些研究方向可以促进临床专家和临床指南在合作努力中发挥突出作用,使本体更具互操作性-从而使它们能够在糖尿病营养治疗的决策过程中发挥重要作用。
    Diabetes is a non-communicable disease that has reached epidemic proportions, affecting 537 million people globally. Artificial Intelligence can support patients or clinicians in diabetes nutrition therapy - the first medical therapy in most cases of Type 1 and Type 2 diabetes. In particular, ontology-based recommender and decision support systems can deliver a computable representation of experts\' knowledge, thus delivering patient-tailored nutritional recommendations or supporting clinical personnel in identifying the most suitable diet. This work proposes a systematic literature review of the domain ontologies describing diabetes in such systems, identifying their underlying conceptualizations, the users targeted by the systems, the type(s) of diabetes tackled, and the nutritional recommendations provided. This review also delves into the structure of the domain ontologies, highlighting several aspects that may hinder (or foster) their adoption in recommender and decision support systems for diabetes nutrition therapy. The results of this review process allow to underline how recommendations are formulated and the role of clinical experts in developing domain ontologies, outlining the research trends characterizing this research area. The results also allow for identifying research directions that can foster a preeminent role for clinical experts and clinical guidelines in a cooperative effort to make ontologies more interoperable - thus enabling them to play a significant role in the decision-making processes about diabetes nutrition therapy.
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  • 文章类型: Journal Article
    目前用于预防和治疗糖尿病的营养治疗建议是基于对证据的系统回顾并回答重要的营养护理问题。首先,糖尿病营养治疗有效吗?临床试验以及系统和Cochrane综述报告了约1%-2%的血红蛋白A1c值降低以及营养治疗干预措施带来的其他有益结果,取决于糖尿病的类型和持续时间以及血糖控制水平。临床试验也为营养疗法预防糖尿病的有效性提供了证据。第二,减肥干预措施重要吗?何时有益?适度的减肥对于预防2型糖尿病和疾病早期很重要。然而,随着糖尿病的发展,体重减轻可能会或可能不会导致有益的血糖和心血管结局。第三,是否有理想百分比的常量营养素和饮食模式适用于所有糖尿病患者?没有理想百分比的常量营养素和各种饮食模式已被证明对糖尿病患者有效。治疗目标,个人偏好(例如,传统,文化,宗教,健康信念,经济学),临床医生和/或教育者在咨询和教育糖尿病患者时,必须考虑个体改变生活方式的能力和意愿。一种健康的饮食模式,强调适当份量的营养丰富的食物,有规律的身体活动,和支持是所有糖尿病患者的优先事项。糖尿病前期或2型糖尿病患者的能量摄入减少以及胰岛素与计划的碳水化合物摄入相匹配是需要考虑的干预措施。第四,是如何在临床实践中实施营养治疗干预的问题。这需要营养护理策略。
    Current nutrition therapy recommendations for the prevention and treatment of diabetes are based on a systematic review of evidence and answer important nutrition care questions. First, is diabetes nutrition therapy effective? Clinical trials as well as systematic and Cochrane reviews report a ~1%-2% lowering of hemoglobin A1c values as well as other beneficial outcomes from nutrition therapy interventions, depending on the type and duration of diabetes and level of glycemic control. Clinical trials also provide evidence for the effectiveness of nutrition therapy in the prevention of diabetes. Second, are weight loss interventions important and when are they beneficial? Modest weight loss is important for the prevention of type 2 diabetes and early in the disease process. However, as diabetes progresses, weight loss may or may not result in beneficial glycemic and cardiovascular outcomes. Third, are there ideal percentages of macronutrients and eating patterns that apply to all persons with diabetes? There is no ideal percentage of macronutrients and a variety of eating patterns has been shown to be effective for persons with diabetes. Treatment goals, personal preferences (eg, tradition, culture, religion, health beliefs, economics), and the individual\'s ability and willingness to make lifestyle changes must all be considered by clinicians and/or educators when counseling and educating individuals with diabetes. A healthy eating pattern emphasizing nutrient-dense foods in appropriate portion sizes, regular physical activity, and support are priorities for all individuals with diabetes. Reduced energy intake for persons with prediabetes or type 2 diabetes as well as matching insulin to planned carbohydrate intake are intervention to be considered. Fourth, is the question of how to implement nutrition therapy interventions in clinical practice. This requires nutrition care strategies.
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