近年来，人工智能技术（AI）的发展正在逐渐改变传统的医疗行业，机器学习作为人工智能技术中的主流被越来越多地应用于分析复杂的医学数据，为疾病的诊断、预后风险评估、诊疗决策的制定等方面提供了便利。文章对国内外机器学习算法在术后谵妄中的应用进行综述，以期为术后谵妄预测模型的构建提供新的思路，为临床早期评估术后谵妄提供新的依据。

    In recent years，the development of artificial intelligence（AI）is gradually changing the traditional medical industry．Machine learning，as the mainstream of artificial intelligence technology，is increasingly applied to analyze complex data in medical research．It provides convenience for disease diagnosis，risk assessment and diagnosis and treatment decision making．This paper reviews the application of machine learning algorithms in postoperative delirium at home and abroad，in order to provide a new idea for the construction of postoperative delirium prediction model and a new basis for early clinical evaluation of postoperative delirium．

      近视是一种常见的屈光不正状态，也是全球范围内普遍存在的视觉健康问题，其特征是在眼部调节放松的状态下，平行光线经眼的屈光系统折射后聚焦在视网膜前，导致视远模糊。近视通常在儿童期发生和发展，但在成年期仍可继续发生和发展。本综述对已发表的关于成年人近视发生和进展的文献进行总结，描述成年人近视的流行病学特征，包括近视率、近视发病率、近视进展率及其近视特征（屈光度及眼轴），总结成年人近视发病和进展的危险因素。了解成年人近视的发展特点和管理方式对于近视防控实践具有重要意义。

   Myopia is a common refractive error and a universal visual health problem in the world. It is characterized by the fact that parallel light rays refract through the refractive system of the eye and focus in front of the retina when the eye accommodatior is relaxed, resulting in distant blurred vision. Myopia usually occurs and develops in childhood, but can continue to occur and develop in adulthood. This review summarizes the published literature on the occurrence and progression of myopia in adults, describes the epidemiological characteristics of myopia in adults, including myopia rate, myopia incidence rate, myopia progression rate, and myopia characteristics（diopter and ocular axis） ; and summarizes the  risk factors for the occurrence and progression of myopia in adults. Understanding the developmental characteristics and management methods of adult myopia is of great significance for myopia prevention and control practice. 

       近几十年来，全球近视患病率不断上升，已成为全世界主要的公共卫生问题之一。众多研究表明户外活动能有效控制近视的发生和发展。本文综述了户外活动对近视防控作用的研究进展及其作用机制，以期为近视防控提供新的思路。

     In recent decades, the prevalence of myopia has been increasing globally, becoming one of the major public health issues worldwide. Numerous studies indicate that outdoor activities can effectively control the onset and progression of myopia. This article reviews the research progress on prevention and control effect and mechanism of outdoor activities on myopia, hoping to provide new insights for myopia prevention and control. 

乳酸以往被视为不具备生物学功能的代谢废物。随着人们对乳酸的深入研究,发现乳酸有多种作用。乳酸化修饰是近期发现一种与乳酸有关的蛋白质翻译后修饰过程。乳酸化修饰主要有两种,一种是与乳酸相关的直接修饰,另外一种是与丙酮酸相关的间接修饰。这两种乳酸化修饰均可能受到糖酵解、乳酸转运与堆积、蛋白质串扰以及神经系统等多方面的调控。乳酸化修饰可以通过直接或间接修饰组蛋白或非组蛋白,从而在肿瘤组织的代谢重编程、增殖、迁移及免疫逃逸中发挥着重要作用。乳酸化修饰的深入研究,有望为肿瘤的诊断和治疗开辟新的路径。因此,为了明确乳酸化修饰在肿瘤方面的研究进展,本文就蛋白乳酸化修饰的分子机制及其在肿瘤中作用的研究进展作一综述。

       Lactic acid was previously regarded as a metabolic waste product with no biological function. As lactic acid has been intensively studied, it has been found to have multiple roles. Lactation modification is a recently discovered protein post-translational modification process related to lactic acid. There are two main types of lactation modification：one is direct modification related to lactic acid and the other is indirect modification related to pyruvate. Both types of lactation modification may be regulated by various aspects such as glycolysis, lactate transport and accumulation, protein crosstalk, and the nervous system. Lactation modification can play an important role in metabolic reprogramming, proliferation, migration, and immune escape of tumor tissues by directly or indirectly modifying histones or non-histone proteins. The in-depth study of lactation modification is expected to find new pathways for tumor diagnosis and treatment. Therefore, in order to clarify the research progress of lactation modification in tumors, this paper presents a review on the molecular mechanism of protein lactation modification and the research progress of its role in tumors.