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Correction: Machine Learning Approach for Frailty Detection in Long-Term Care Using Accelerometer-Measured Gait and Daily Physical Activity: Model Development and Validation Study. 修正:使用加速度计测量的步态和日常身体活动进行长期护理中虚弱检测的机器学习方法:模型开发和验证研究。
IF 4.8 Q1 GERIATRICS & GERONTOLOGY Pub Date : 2025-10-29 DOI: 10.2196/85173
Xiaoping Zheng, Ziwei Zeng, Kimberley S van Schooten, Yijian Yang

[This corrects the article DOI: 10.2196/77140.].

[更正文章DOI: 10.2196/77140]。
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引用次数: 0
Free-Text Responses in a Nationally Representative Experimental Survey about End-of-Life Care Choices: ChatGPT-4o-Assisted Qualitative Analytical Study. 关于临终关怀选择的全国性代表性实验调查中的自由文本反应:chatgpt - 40辅助定性分析研究。
IF 4.8 Q1 GERIATRICS & GERONTOLOGY Pub Date : 2025-10-29 DOI: 10.2196/76335
Elizabeth M Goldberg, Mario Macis, Megan Bounds, Jonathan Gomez Picazo, Lauren Hersch Nicholas

Background: Little is known about how surrogates make end-of-life care choices for patients who lack the ability to make decisions for themselves.

Objective: The study aims (1) to identify key themes that emerged from participants' free-text responses to a large nationally representative vignette survey about surrogate decision-making in end-of-life care and (2) to determine if an advanced artificial intelligence (AI) chatbot could assist us in accurately and efficiently performing qualitative analyses.

Methods: Our dataset included 3931 free-text responses from a nationally representative survey of 6109 individuals. In this qualitative study, we first familiarized ourselves with the free-text responses and hand-coded the first 200 responses until we reached saturation. We then created a codebook, initial themes, subthemes, and illustrative quotes. Subsequently, we prompted ChatGPT-4o to analyze the entire dataset of 3931 responses and identify frequent keywords and generate themes and quotable quotes. We validated responses by comparing the AI's keyword counts to qualitative software (NVivo, Lumivero) counts and cross-validating AI-generated quotes with the original transcripts.

Results: We identified several key themes: surrogates more often chose comfort care for care recipients with dementia, particularly at advanced stages. They also strongly weighed the patients' perceived quality of life and functional status. Many reported making surrogate decisions based on their own lived experiences or values, rather than making decisions aligned with the patients' previously stated wishes. There was no significant difference between the AI and qualitative software's keyword counts. The most frequent keywords included "life" (2051/81,713, 2.51%), "quality" (903/81,713, 1.11%), and dementia (507/81,713, 0.62%). Overall, AI-generated themes closely aligned with aforementioned human-generated themes. Manual coding of the first 200 free-text responses required 4 hours, including codebook development. In contrast, ChatGPT-4o generated themes in <10 seconds using the predefined codebook. However, dataset preparation, output verification, iterative prompting, debugging, and validation required several weeks.

Conclusions: Surrogates often base end-of-life decisions on dementia stage, perceived quality of life, and their own lived experiences, rather than patient preferences. Using an AI chatbot to perform qualitative analysis on free-text responses may help extend the work of qualitatively trained investigators, especially for large datasets such as free-text responses to large surveys.

背景:对于代理人如何为缺乏自主决策能力的患者做出临终关怀选择,我们知之甚少。目的:本研究旨在(1)确定参与者对一项关于临终关怀中替代决策的全国性代表性小问卷调查的自由文本回答中出现的关键主题;(2)确定先进的人工智能(AI)聊天机器人是否可以帮助我们准确有效地进行定性分析。方法:我们的数据集包括来自全国6109人的代表性调查的3931份自由文本回复。在这个定性研究中,我们首先熟悉自由文本回复,并对前200个回复进行手工编码,直到达到饱和状态。然后我们创建了一个代码本、初始主题、子主题和说明性引用。随后,我们促使chatgpt - 40分析3931个回复的整个数据集,识别频繁的关键词,并生成主题和可引用的引语。我们通过将人工智能的关键字计数与定性软件(NVivo、Lumivero)计数进行比较,并将人工智能生成的引文与原始文本进行交叉验证,从而验证了回答。结果:我们确定了几个关键主题:代理人更经常为患有痴呆症的护理对象选择舒适的护理,特别是在晚期。他们还强烈衡量了患者的生活质量和功能状态。许多人报告说,他们根据自己的生活经历或价值观做出替代决定,而不是根据患者先前陈述的愿望做出决定。人工智能和定性软件的关键词数量没有显著差异。最常见的关键词包括“生活”(2051/ 81713,2.51%)、“质量”(903/ 81713,1.11%)和痴呆症(507/ 81713,0.62%)。总的来说,人工智能生成的主题与前面提到的人类生成的主题密切相关。前200个自由文本响应的手工编码需要4个小时,包括代码本的开发。相比之下,chatgpt - 40在结论中产生了主题:代理人通常根据痴呆症阶段、感知的生活质量和他们自己的生活经历做出临终决定,而不是患者的偏好。使用人工智能聊天机器人对自由文本回复进行定性分析可能有助于扩展经过定性训练的调查人员的工作,特别是对于大型数据集,如大型调查的自由文本回复。
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引用次数: 0
Ethical and Quality of Care-Related Challenges of Digital Health Twins in Care Settings for Older Adults: Scoping Review. 老年人护理环境中数字健康双胞胎护理相关挑战的伦理和质量:范围审查
IF 4.8 Q1 GERIATRICS & GERONTOLOGY Pub Date : 2025-10-28 DOI: 10.2196/73925
Md Shafiqur Rahman Jabin, Ayesha Mirza, Adaobi Ilodibe, Tillal Eldabi, Emilia Vann Yaroson
<p><strong>Background: </strong>Digital health twins (DHTs) have been evolving with their diverse applications in medicine, particularly in care settings for older adults, in response to the increasing demands of older adults. Despite its numerous benefits, the optimal implementation of DHTs has faced several challenges, particularly in terms of ethics and quality of care. Given the continuous rise in the need for such care and the evident potential for DHTs to meet these needs, this review seeks to identify and address the gaps in research knowledge to enhance DHT implementation.</p><p><strong>Objective: </strong>The review aims to compile and synthesize the best available evidence regarding the issues associated with quality of care, the ethical implications of DHTs, and the strategies undertaken to overcome those challenges in care settings for older adults.</p><p><strong>Methods: </strong>The review followed the Joanna Briggs Institute (JBI) methodology as a guide. The published studies were searched through CINAHL, MEDLINE, JBI, and Web of Science. The unpublished studies were searched through Mednar, Trove, OCLC WorldCat, and Dissertations and Theses. Studies published in English from 2016 were considered. This review included studies of older individuals (aged 60 years and older) undergoing care delivery associated with DHTs and respective care providers. The concept involved the application of technology, and the context included studies based on care settings for older adults. A broad scope of evidence, including quantitative, qualitative, text, and opinion studies, was considered. In addition, 2 independent reviewers screened the titles and abstracts and reviewed the full text.</p><p><strong>Results: </strong>The results will be presented in a PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) flow diagram. A total of 2 draft charting tables were developed and presented. A summary of the characteristics of the included studies was then described in terms of location, study sites, timing, participants, and outcomes measured or phenomena of interest. A result-based convergent (integrated) synthesis design was used to identify 5 key challenges. Those challenges included (1) data security and privacy concerns, (2) equity and accessibility of health care, (3) effectiveness concerning context, timing, and location, (4) ethical implications regarding autonomy, consent, and overdiagnosis, and (5) the impact of DHTs on health care workflows and provider workload.</p><p><strong>Conclusions: </strong>The studies reviewed reveal several critical characteristics regarding the implementation of DHT technologies and their associated ethical considerations, particularly in terms of safety, equity, timing, location, participant characteristics, and workflow impact. The implications of these challenges emphasize the necessity for more practical ethical guidelines and policy frameworks to mitigate the potential risks associated wi
背景:为了应对老年人日益增长的需求,数字健康双胞胎(dht)在医学,特别是老年人护理环境中的各种应用不断发展。尽管有许多好处,但最佳实施dht面临着一些挑战,特别是在道德和护理质量方面。鉴于对此类护理的需求不断增加,以及DHT满足这些需求的明显潜力,本审查旨在确定和解决研究知识方面的差距,以加强DHT的实施。目的:本综述旨在汇编和综合有关护理质量、dht的伦理影响以及在老年人护理环境中克服这些挑战所采取的策略等问题的最佳证据。方法:采用乔安娜布里格斯研究所(Joanna Briggs Institute, JBI)的研究方法。已发表的研究通过CINAHL、MEDLINE、JBI和Web of Science进行检索。未发表的研究通过Mednar, Trove, OCLC WorldCat和学位论文和论文进行搜索。2016年用英语发表的研究被纳入考虑范围。本综述包括老年人(60岁及以上)接受与dht相关的护理和各自的护理提供者的研究。这个概念涉及到技术的应用,背景包括基于老年人护理环境的研究。广泛的证据,包括定量、定性、文本和意见研究,被考虑。此外,2名独立审稿人对标题和摘要进行了筛选,并对全文进行了审稿。结果:结果将在PRISMA(系统评价和荟萃分析的首选报告项目)流程图中显示。共编制并提出了2份图表草案。然后根据地点、研究地点、时间、参与者和测量结果或感兴趣的现象来描述所纳入研究的特征摘要。采用基于结果的聚合(集成)综合设计来确定5个关键挑战。这些挑战包括(1)数据安全和隐私问题,(2)卫生保健的公平性和可及性,(3)有关背景、时间和地点的有效性,(4)有关自主、同意和过度诊断的伦理影响,以及(5)dht对卫生保健工作流程和提供者工作量的影响。结论:回顾的研究揭示了DHT技术实施的几个关键特征及其相关的伦理考虑,特别是在安全性、公平性、时间、地点、参与者特征和工作流程影响方面。这些挑战的影响强调需要更实用的伦理准则和政策框架,以减轻与老年护理中DHT应用相关的潜在风险。应该进行进一步的研究,以检查护理质量的其他方面,如可及性、及时性、可接受性和适当性。
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引用次数: 0
The Experience and Impact of Digital Technologies on Indigenous Populations in New Zealand During the COVID-19 Pandemic and Cyclone Gabrielle: The Kaupapa Māori Methodology. 在2019冠状病毒病大流行和加布里埃尔飓风期间,数字技术对新西兰土著居民的经验和影响:考帕帕Māori方法。
IF 4.8 Q1 GERIATRICS & GERONTOLOGY Pub Date : 2025-10-28 DOI: 10.2196/73974
Dianne Wepa, Shiji Thomas, Md Shafiqur Rahman Jabin

Background: Pandemics, such as COVID-19, and climate change-related catastrophic weather events are increasing, impacting social connectedness within communities by disrupting social cohesion, increasing loneliness, and affecting mental health and social well-being. Digital technology, in addition to being used for communication, education, and business transactions, also plays a vital role in maintaining a country's health and well-being, as well as sustaining economic growth.

Objective: This study aimed to explore the experiences of Māori kaumātua in using digital technology to meet their health needs within Ngāti Kahungunu, North Island, New Zealand, during the COVID-19 pandemic and Cyclone Gabrielle.

Methods: This qualitative study employed the Kaupapa Māori methodology to understand the challenges, resilience, and approaches used by Māori to maintain connectedness and access essential services. An inductive approach to thematic analysis, as recommended by Braun and Clarke, was used to ensure a thorough and robust data analysis. The user characteristic was assessed on a semantic level using the information provided in the narrative text.

Results: The findings highlight the role of digital technology in disaster management and underscore the urgent need to address digital disparities in support of vulnerable populations. In this study, 14 individuals were interviewed, comprising 71% (n=10) women and 29% (n=4) men. These participants fell into different age groups, with 9 participants being 65 years or older (older adults). Of the total participants, 43% (n=6) were limited users, 43% (n=6) comprised confident users, and the rest (n=2; 14%) were normal users. A total of 6 themes emerged from the interview data: social connectedness and resilience, digital literacy and access to information, barriers to telecommunications and digital technology, cultural appropriateness and psychological barriers, perceived threats of feeling insecure, and impact on mental health and emotional well-being.

Conclusions: Vulnerable situations such as pandemics and extreme weather events can have tremendous effects on the lives of Indigenous people who live remotely. The study also focused on the actions that should be taken to mitigate these challenges and overcome difficult circumstances, such as the pandemic and the cyclone. The recommendations include a better health care system and improved coordination among care providers, user-friendly digital solutions, ensuring local funding and community services, establishing training processes for basic digital skills, and fostering leadership and partnerships with Indigenous New Zealanders.

背景:COVID-19等大流行病和与气候变化有关的灾难性天气事件正在增加,通过破坏社会凝聚力、增加孤独感以及影响心理健康和社会福祉,影响社区内的社会连通性。数字技术除了用于通信、教育和商业交易之外,在维持一个国家的健康和福祉以及维持经济增长方面也发挥着至关重要的作用。目的:本研究旨在探讨在2019冠状病毒病(COVID-19)大流行和强热带气旋加布里埃尔(Gabrielle)期间,新西兰北岛Ngāti卡洪古努(Kahungunu)利用数字技术满足其健康需求的经验。方法:本定性研究采用Kaupapa Māori方法来了解Māori在保持连通性和获取基本服务方面所面临的挑战、弹性和方法。采用Braun和Clarke推荐的归纳方法进行主题分析,以确保数据分析的全面和稳健。使用叙事文本中提供的信息在语义层面上评估用户特征。结果:研究结果强调了数字技术在灾害管理中的作用,并强调了在支持弱势群体方面解决数字差距的迫切需要。在这项研究中,采访了14个人,其中71% (n=10)为女性,29% (n=4)为男性。这些参与者分为不同的年龄组,有9名参与者年龄在65岁或以上(老年人)。在所有参与者中,43% (n=6)是有限用户,43% (n=6)是自信用户,其余(n=2; 14%)是正常用户。访谈数据共产生了6个主题:社会联系和弹性、数字素养和信息获取、电信和数字技术的障碍、文化适当性和心理障碍、感觉不安全的威胁以及对心理健康和情感福祉的影响。结论:流行病和极端天气事件等脆弱情况可能对偏远地区土著人民的生活产生巨大影响。该研究还侧重于为减轻这些挑战和克服诸如大流行病和旋风等困难情况应采取的行动。这些建议包括更好的医疗保健系统和改善医疗服务提供者之间的协调,用户友好的数字解决方案,确保地方资金和社区服务,建立基本数字技能的培训流程,以及促进与新西兰土著人民的领导和伙伴关系。
{"title":"The Experience and Impact of Digital Technologies on Indigenous Populations in New Zealand During the COVID-19 Pandemic and Cyclone Gabrielle: The Kaupapa Māori Methodology.","authors":"Dianne Wepa, Shiji Thomas, Md Shafiqur Rahman Jabin","doi":"10.2196/73974","DOIUrl":"10.2196/73974","url":null,"abstract":"<p><strong>Background: </strong>Pandemics, such as COVID-19, and climate change-related catastrophic weather events are increasing, impacting social connectedness within communities by disrupting social cohesion, increasing loneliness, and affecting mental health and social well-being. Digital technology, in addition to being used for communication, education, and business transactions, also plays a vital role in maintaining a country's health and well-being, as well as sustaining economic growth.</p><p><strong>Objective: </strong>This study aimed to explore the experiences of Māori kaumātua in using digital technology to meet their health needs within Ngāti Kahungunu, North Island, New Zealand, during the COVID-19 pandemic and Cyclone Gabrielle.</p><p><strong>Methods: </strong>This qualitative study employed the Kaupapa Māori methodology to understand the challenges, resilience, and approaches used by Māori to maintain connectedness and access essential services. An inductive approach to thematic analysis, as recommended by Braun and Clarke, was used to ensure a thorough and robust data analysis. The user characteristic was assessed on a semantic level using the information provided in the narrative text.</p><p><strong>Results: </strong>The findings highlight the role of digital technology in disaster management and underscore the urgent need to address digital disparities in support of vulnerable populations. In this study, 14 individuals were interviewed, comprising 71% (n=10) women and 29% (n=4) men. These participants fell into different age groups, with 9 participants being 65 years or older (older adults). Of the total participants, 43% (n=6) were limited users, 43% (n=6) comprised confident users, and the rest (n=2; 14%) were normal users. A total of 6 themes emerged from the interview data: social connectedness and resilience, digital literacy and access to information, barriers to telecommunications and digital technology, cultural appropriateness and psychological barriers, perceived threats of feeling insecure, and impact on mental health and emotional well-being.</p><p><strong>Conclusions: </strong>Vulnerable situations such as pandemics and extreme weather events can have tremendous effects on the lives of Indigenous people who live remotely. The study also focused on the actions that should be taken to mitigate these challenges and overcome difficult circumstances, such as the pandemic and the cyclone. The recommendations include a better health care system and improved coordination among care providers, user-friendly digital solutions, ensuring local funding and community services, establishing training processes for basic digital skills, and fostering leadership and partnerships with Indigenous New Zealanders.</p>","PeriodicalId":36245,"journal":{"name":"JMIR Aging","volume":"8 ","pages":"e73974"},"PeriodicalIF":4.8,"publicationDate":"2025-10-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12560960/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145393824","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Urban Quality and Biochemical, Hematological, and Nutritional Markers in Older Adults: Cross-Sectional Geospatial Study. 城市质量与老年人生化、血液学和营养指标:横断面地理空间研究。
IF 4.8 Q1 GERIATRICS & GERONTOLOGY Pub Date : 2025-10-27 DOI: 10.2196/74313
Carlos Mena, Yony Ormazabal, Nacim Molina, Eduardo Fuentes, Juan Carlos Cantillana, Victoria Villalobos, Moises Sandoval, Ivan Palomo, Diego Arauna
<p><strong>Background: </strong>The urban environment is an important determinant of frailty, primarily through factors such as infrastructure that supports physical activity, availability of social and medical support, and access to nutritious food. Given the increasing aging population, understanding the link between urban quality, frailty, and metabolic health is crucial for effective public health and urban planning interventions.</p><p><strong>Objective: </strong>This study aims to quantify the impact of distinct urban domains (built-environment characteristics, accessibility to essential services, availability of green and recreational spaces, and neighborhood socioeconomic context) on frailty status, nutritional profile, and hematological or biochemical biomarkers in community-dwelling older adults by integrating geospatial analysis.</p><p><strong>Methods: </strong>A cohort of 251 older adults (aged older than 65 years) was studied. Frailty was assessed using the Frailty Trait Scale 5, and nutritional status was determined using the Controlling Nutritional Status score. Hematological and biochemical parameters were evaluated in a subset of 70 participants by MINDRAY automatic equipment. A spatial analysis of frailty was conducted by incorporating Geographic Information System layers that mapped the distribution of urban facilities, including fruit and vegetable shops, senior centers, pharmacies, emergency health centers, parks and squares, community centers, and exercise facilities. Statistical analyses included t tests, Mann-Whitney U test, ANOVA, and correlation analyses.</p><p><strong>Results: </strong>The prevalence of frailty was 17.5%. Frail individuals exhibited significantly higher BMI (mean 31.5, SD  4.4 vs mean 28.5,  SD 4.5 kg/m²; P=.0001). When comparing the upper (Q4) and lower (Q1) quartiles of urban quality, Q4 participants had higher Frailty Trait Scale 5 scores (mean 15.2,  SD 7.4 vs mean 11.8, SD  6.4; P=.0334) and lower handgrip strength (mean 19.1, SD 4.4 vs mean 22.8, SD 7.3 kg; P=.006). Frail individuals resided significantly closer to emergency health centers (P=.0010), family health centers (P=.0412), and exercise facilities (P=.0322). In addition, bilirubin (Spearman ρ=0.33; P=.0049), serum iron (Spearman ρ=0.27; P=.0272), transferrin saturation (Spearman ρ=0.24; P=.0386), red blood cell count (Spearman ρ=0.26; P=.0303), and red blood cell distribution width (Spearman ρ=0.23; P=.0462) were positively correlated with urban quality. Frail participants also had higher Controlling Nutritional Status scores (P=.0323), which were positively correlated with urban quality (Spearman ρ=0.25; P=.0359).</p><p><strong>Conclusions: </strong>Urban quality was significantly associated with hematological parameters, nutritional status, and frailty. Frail individuals in areas with better urban quality exhibit lower handgrip strength, higher frailty scores, and greater proximity to emergency rooms, community health centers, and exerc
背景:城市环境是脆弱的一个重要决定因素,主要是通过支持身体活动的基础设施、社会和医疗支持的可获得性以及获得营养食品等因素。鉴于人口老龄化日益加剧,了解城市质量、脆弱性和代谢健康之间的联系对于有效的公共卫生和城市规划干预至关重要。目的:本研究旨在通过整合地理空间分析,量化不同城市域(建筑环境特征、基本服务可及性、绿色和娱乐空间的可用性以及社区社会经济背景)对社区居住老年人的虚弱状态、营养状况和血液或生化生物标志物的影响。方法:对251名年龄在65岁以上的老年人进行队列研究。使用脆弱性状量表5评估虚弱程度,使用控制营养状况评分确定营养状况。使用MINDRAY自动设备对70名参与者的血液学和生化参数进行评估。利用地理信息系统层对城市设施的分布进行了空间分析,包括水果和蔬菜商店、老年中心、药房、急救中心、公园和广场、社区中心和锻炼设施。统计分析包括t检验、Mann-Whitney U检验、方差分析和相关分析。结果:虚弱的患病率为17.5%。体弱个体表现出更高的BMI(平均31.5, SD 4.4 vs平均28.5,  SD 4.5 kg/m²;P= 0.0001)。当比较城市质量的上(Q4)和下(Q1)四分位数时,Q4参与者的脆弱特征量表5得分较高(平均15.2,  SD 7.4 vs平均11.8,SD 6.4;P= 0.034),握力较低(平均19.1,SD 4.4 vs平均22.8,SD 7.3 kg; P= 0.006)。体弱个体居住在离急救中心(P= 0.0010)、家庭健康中心(P= 0.0412)和运动设施(P= 0.0322)较近的地方。此外,胆红素(Spearman ρ=0.33; P= 0.0049)、血清铁(Spearman ρ=0.27; P= 0.0272)、转铁蛋白饱和度(Spearman ρ=0.24; P= 0.086)、红细胞计数(Spearman ρ=0.26; P= 0.0303)和红细胞分布宽度(Spearman ρ=0.23; P= 0.0462)与城市质量呈正相关。体弱的参与者也有较高的控制营养状态评分(P= 0.0323),这与城市质量呈正相关(Spearman ρ=0.25; P= 0.0359)。结论:城市质量与血液学参数、营养状况和虚弱程度显著相关。在城市质量较好的地区,体弱多病的个体表现出较低的握力,较高的虚弱评分,并且更接近急诊室、社区卫生中心和锻炼设施。这种空间分布可能反映了体弱参与者获得医疗保健和娱乐资源的可达性较高。城市规划和公共卫生战略应侧重于创造有利于老年人的环境,以预防虚弱和改善健康结果。
{"title":"Urban Quality and Biochemical, Hematological, and Nutritional Markers in Older Adults: Cross-Sectional Geospatial Study.","authors":"Carlos Mena, Yony Ormazabal, Nacim Molina, Eduardo Fuentes, Juan Carlos Cantillana, Victoria Villalobos, Moises Sandoval, Ivan Palomo, Diego Arauna","doi":"10.2196/74313","DOIUrl":"10.2196/74313","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Background: &lt;/strong&gt;The urban environment is an important determinant of frailty, primarily through factors such as infrastructure that supports physical activity, availability of social and medical support, and access to nutritious food. Given the increasing aging population, understanding the link between urban quality, frailty, and metabolic health is crucial for effective public health and urban planning interventions.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Objective: &lt;/strong&gt;This study aims to quantify the impact of distinct urban domains (built-environment characteristics, accessibility to essential services, availability of green and recreational spaces, and neighborhood socioeconomic context) on frailty status, nutritional profile, and hematological or biochemical biomarkers in community-dwelling older adults by integrating geospatial analysis.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Methods: &lt;/strong&gt;A cohort of 251 older adults (aged older than 65 years) was studied. Frailty was assessed using the Frailty Trait Scale 5, and nutritional status was determined using the Controlling Nutritional Status score. Hematological and biochemical parameters were evaluated in a subset of 70 participants by MINDRAY automatic equipment. A spatial analysis of frailty was conducted by incorporating Geographic Information System layers that mapped the distribution of urban facilities, including fruit and vegetable shops, senior centers, pharmacies, emergency health centers, parks and squares, community centers, and exercise facilities. Statistical analyses included t tests, Mann-Whitney U test, ANOVA, and correlation analyses.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;The prevalence of frailty was 17.5%. Frail individuals exhibited significantly higher BMI (mean 31.5, SD  4.4 vs mean 28.5,  SD 4.5 kg/m²; P=.0001). When comparing the upper (Q4) and lower (Q1) quartiles of urban quality, Q4 participants had higher Frailty Trait Scale 5 scores (mean 15.2,  SD 7.4 vs mean 11.8, SD  6.4; P=.0334) and lower handgrip strength (mean 19.1, SD 4.4 vs mean 22.8, SD 7.3 kg; P=.006). Frail individuals resided significantly closer to emergency health centers (P=.0010), family health centers (P=.0412), and exercise facilities (P=.0322). In addition, bilirubin (Spearman ρ=0.33; P=.0049), serum iron (Spearman ρ=0.27; P=.0272), transferrin saturation (Spearman ρ=0.24; P=.0386), red blood cell count (Spearman ρ=0.26; P=.0303), and red blood cell distribution width (Spearman ρ=0.23; P=.0462) were positively correlated with urban quality. Frail participants also had higher Controlling Nutritional Status scores (P=.0323), which were positively correlated with urban quality (Spearman ρ=0.25; P=.0359).&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Conclusions: &lt;/strong&gt;Urban quality was significantly associated with hematological parameters, nutritional status, and frailty. Frail individuals in areas with better urban quality exhibit lower handgrip strength, higher frailty scores, and greater proximity to emergency rooms, community health centers, and exerc","PeriodicalId":36245,"journal":{"name":"JMIR Aging","volume":"8 ","pages":"e74313"},"PeriodicalIF":4.8,"publicationDate":"2025-10-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12558422/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145379215","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Digital Pathways to Reducing Depression Among Aging Populations Through the "Broadband China" Pilot Program: Quasi-Natural Experiment. 通过“宽带中国”试点项目减少老年人抑郁的数字途径:准自然实验。
IF 4.8 Q1 GERIATRICS & GERONTOLOGY Pub Date : 2025-10-27 DOI: 10.2196/79260
Zhiying Li

Background: With the rise of digital technology, infrastructure development has become vital for social welfare and public health. However, evidence on its effects on depressive symptoms among middle-aged and older adults remains limited.

Objective: This study evaluates the impact of digital infrastructure development on depressive symptoms among middle-aged and older adults, focusing on underlying mechanisms, heterogeneous effects, and health inequalities.

Methods: We use longitudinal data from the China Health and Retirement Longitudinal Study (CHARLS), 2011-2020 (N=56,211). Exploiting the quasi-natural experiment of the "Broadband China" pilot policy, we apply a difference-in-differences approach to estimate the effect on depressive symptoms. Mediation analysis follows the Baron-Kenny 3-step procedure, with bootstrap tests (95% CI) for robustness, and causal interpretation relies on standard assumptions for observational data. Subgroup analyses explore heterogeneity across age, education, and sex groups.

Results: Our findings indicate that the "Broadband China" pilot significantly reduces depressive symptoms among middle-aged and older adults (-0.33, P<.01). The positive effect is primarily mediated through strengthened social networks, including increased family connection, close social interactions, and greater social participation. Heterogeneity analysis shows that the benefits for depression reduction are more pronounced among women (-0.38, P<.01), middle-aged adults (-0.41, P<.01), and those with lower levels of education (-0.33, P<.01). Moreover, the results suggest that digital infrastructure plays a compensatory role in mitigating health disparities, thereby reducing inequalities in depression outcomes (-0.01, P<.01).

Conclusions: Digital infrastructure reduces depressive symptoms among aging populations mainly by strengthening social networks. Embedding infrastructure into long-term strategies, enhancing digital literacy, and integrating digital health services are key to promoting healthy aging and reducing inequalities.

背景:随着数字技术的兴起,基础设施的发展对社会福利和公共卫生至关重要。然而,它对中老年人抑郁症状影响的证据仍然有限。目的:本研究评估了数字基础设施发展对中老年人抑郁症状的影响,重点关注潜在机制、异质性效应和健康不平等。方法:我们使用来自2011-2020年中国健康与退休纵向研究(CHARLS)的纵向数据(N= 56211)。利用“宽带中国”试点政策的准自然实验,我们采用差异中的差异方法来估计对抑郁症状的影响。中介分析遵循Baron-Kenny三步程序,采用自举检验(95% CI)进行稳健性检验,因果解释依赖于观测数据的标准假设。亚组分析探讨了不同年龄、教育程度和性别群体的异质性。结果:我们的研究结果表明,“宽带中国”试点显著减少了中老年人的抑郁症状(-0.33,p)。结论:数字基础设施主要通过加强社会网络来减少老年人的抑郁症状。将基础设施纳入长期战略、加强数字扫盲和整合数字卫生服务是促进健康老龄化和减少不平等的关键。
{"title":"Digital Pathways to Reducing Depression Among Aging Populations Through the \"Broadband China\" Pilot Program: Quasi-Natural Experiment.","authors":"Zhiying Li","doi":"10.2196/79260","DOIUrl":"10.2196/79260","url":null,"abstract":"<p><strong>Background: </strong>With the rise of digital technology, infrastructure development has become vital for social welfare and public health. However, evidence on its effects on depressive symptoms among middle-aged and older adults remains limited.</p><p><strong>Objective: </strong>This study evaluates the impact of digital infrastructure development on depressive symptoms among middle-aged and older adults, focusing on underlying mechanisms, heterogeneous effects, and health inequalities.</p><p><strong>Methods: </strong>We use longitudinal data from the China Health and Retirement Longitudinal Study (CHARLS), 2011-2020 (N=56,211). Exploiting the quasi-natural experiment of the \"Broadband China\" pilot policy, we apply a difference-in-differences approach to estimate the effect on depressive symptoms. Mediation analysis follows the Baron-Kenny 3-step procedure, with bootstrap tests (95% CI) for robustness, and causal interpretation relies on standard assumptions for observational data. Subgroup analyses explore heterogeneity across age, education, and sex groups.</p><p><strong>Results: </strong>Our findings indicate that the \"Broadband China\" pilot significantly reduces depressive symptoms among middle-aged and older adults (-0.33, P<.01). The positive effect is primarily mediated through strengthened social networks, including increased family connection, close social interactions, and greater social participation. Heterogeneity analysis shows that the benefits for depression reduction are more pronounced among women (-0.38, P<.01), middle-aged adults (-0.41, P<.01), and those with lower levels of education (-0.33, P<.01). Moreover, the results suggest that digital infrastructure plays a compensatory role in mitigating health disparities, thereby reducing inequalities in depression outcomes (-0.01, P<.01).</p><p><strong>Conclusions: </strong>Digital infrastructure reduces depressive symptoms among aging populations mainly by strengthening social networks. Embedding infrastructure into long-term strategies, enhancing digital literacy, and integrating digital health services are key to promoting healthy aging and reducing inequalities.</p>","PeriodicalId":36245,"journal":{"name":"JMIR Aging","volume":"8 ","pages":"e79260"},"PeriodicalIF":4.8,"publicationDate":"2025-10-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12603584/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145373057","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Evaluating the Effectiveness of Digital Social Robots in Reducing Loneliness Among Community-Dwelling Older Adults in Japan: Randomized Controlled Trial and Qualitative Analysis. 评估数字社交机器人在减少日本社区老年人孤独感方面的有效性:随机对照试验和定性分析。
IF 4.8 Q1 GERIATRICS & GERONTOLOGY Pub Date : 2025-10-22 DOI: 10.2196/74422
Hiroshi Murayama, Mai Takase

Background: Most studies on interventions using social robots to reduce loneliness have been conducted in facilities in Western countries.

Objective: This study evaluated the effectiveness of digital social robot interventions in reducing loneliness among community-dwelling older Japanese adults using a randomized controlled trial and qualitative analysis.

Methods: Individuals aged ≥65 years who lived alone in Tokyo and neighboring areas and experienced loneliness were recruited. In total, 73 eligible participants were randomly assigned to either an intervention or a control group. The 4-week intervention involved a humanoid social communication robot (BOCCO emo), which facilitated conversations with human operators and family members and reminded participants of daily tasks. The primary outcome was loneliness, with mental health (psychological well-being, depression, and self-rated health), the frequency of laughter in daily life, health competence, and interpersonal relationships (social network and generalized trust) as secondary outcomes. Participants were evaluated at baseline and follow-up using a self-administered questionnaire. In the follow-up survey, participants in the intervention group provided open-ended responses regarding their experiences using the social robot.

Results: In total, 68 participants completed both the baseline and follow-up surveys (34 in each group). The average age of the participants was 82.3 (SD 6.5) years, and 64 (N=68, 94%) participants were women. A linear mixed-effects model with a random intercept indicated that loneliness decreased more in the intervention group than in the control group (difference-in-difference -3.1, 95% CI -5.9 to -0.4). Psychological well-being also improved in the intervention group (difference-in-difference 1.9, 95% CI 0.1 to 3.7). We identified 4 categories through content analysis: emotional support and psychological connection, lifestyle assistance, enrichment of social interaction, and cognitive and mental stimulation.

Conclusions: Social robots can reduce loneliness among community-dwelling older adults in non-Western societies. Information and communication technology appears to be an effective approach for alleviating loneliness and enhancing well-being among older adults in community settings.

背景:大多数关于使用社交机器人减少孤独感的干预研究都是在西方国家的设施中进行的。目的:本研究通过随机对照试验和定性分析来评估数字社交机器人干预在减少日本社区老年人孤独感方面的有效性。方法:招募年龄≥65岁、在东京及邻近地区独居并有孤独感的个体。总共有73名符合条件的参与者被随机分配到干预组或对照组。为期四周的干预包括一个类人社交机器人(BOCCO emo),它促进与人类操作员和家庭成员的对话,并提醒参与者日常任务。主要结果是孤独,其次是心理健康(心理健康、抑郁和自评健康)、日常生活中笑的频率、健康能力和人际关系(社会网络和普遍信任)。参与者在基线和随访时使用自我管理的问卷进行评估。在后续调查中,干预组的参与者就他们使用社交机器人的经历提供了开放式的回答。结果:共有68名参与者完成了基线和随访调查(每组34名)。参与者的平均年龄为82.3岁(SD 6.5),其中64名(N=68, 94%)参与者为女性。具有随机截距的线性混合效应模型表明,干预组的孤独感下降幅度大于对照组(差异中差值-3.1,95% CI -5.9至-0.4)。干预组的心理健康状况也有所改善(差异中值为1.9,95% CI为0.1至3.7)。我们通过内容分析确定了4个类别:情感支持和心理联系,生活方式援助,丰富社会互动,认知和精神刺激。结论:社交机器人可以减少非西方社会社区老年人的孤独感。信息和通信技术似乎是减轻社区环境中老年人孤独感和提高幸福感的有效方法。
{"title":"Evaluating the Effectiveness of Digital Social Robots in Reducing Loneliness Among Community-Dwelling Older Adults in Japan: Randomized Controlled Trial and Qualitative Analysis.","authors":"Hiroshi Murayama, Mai Takase","doi":"10.2196/74422","DOIUrl":"10.2196/74422","url":null,"abstract":"<p><strong>Background: </strong>Most studies on interventions using social robots to reduce loneliness have been conducted in facilities in Western countries.</p><p><strong>Objective: </strong>This study evaluated the effectiveness of digital social robot interventions in reducing loneliness among community-dwelling older Japanese adults using a randomized controlled trial and qualitative analysis.</p><p><strong>Methods: </strong>Individuals aged ≥65 years who lived alone in Tokyo and neighboring areas and experienced loneliness were recruited. In total, 73 eligible participants were randomly assigned to either an intervention or a control group. The 4-week intervention involved a humanoid social communication robot (BOCCO emo), which facilitated conversations with human operators and family members and reminded participants of daily tasks. The primary outcome was loneliness, with mental health (psychological well-being, depression, and self-rated health), the frequency of laughter in daily life, health competence, and interpersonal relationships (social network and generalized trust) as secondary outcomes. Participants were evaluated at baseline and follow-up using a self-administered questionnaire. In the follow-up survey, participants in the intervention group provided open-ended responses regarding their experiences using the social robot.</p><p><strong>Results: </strong>In total, 68 participants completed both the baseline and follow-up surveys (34 in each group). The average age of the participants was 82.3 (SD 6.5) years, and 64 (N=68, 94%) participants were women. A linear mixed-effects model with a random intercept indicated that loneliness decreased more in the intervention group than in the control group (difference-in-difference -3.1, 95% CI -5.9 to -0.4). Psychological well-being also improved in the intervention group (difference-in-difference 1.9, 95% CI 0.1 to 3.7). We identified 4 categories through content analysis: emotional support and psychological connection, lifestyle assistance, enrichment of social interaction, and cognitive and mental stimulation.</p><p><strong>Conclusions: </strong>Social robots can reduce loneliness among community-dwelling older adults in non-Western societies. Information and communication technology appears to be an effective approach for alleviating loneliness and enhancing well-being among older adults in community settings.</p>","PeriodicalId":36245,"journal":{"name":"JMIR Aging","volume":"8 ","pages":"e74422"},"PeriodicalIF":4.8,"publicationDate":"2025-10-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12543208/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145348967","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Using Artificial Intelligence-Based Technologies for the Early Detection of Behavioral and Psychological Symptoms of Dementia: Scoping Review. 使用基于人工智能的技术早期检测痴呆症的行为和心理症状:范围审查。
IF 4.8 Q1 GERIATRICS & GERONTOLOGY Pub Date : 2025-10-21 DOI: 10.2196/76074
Sofia Fernandes, Joëlle Rosselet Amoussou, Carla Gomes da Rocha, Elodie Perruchoud, Armin von Gunten, Cédric Mabire, Henk Verloo

Background: People with dementia commonly display behavioral and psychological symptoms, which have multiple negative consequences. Artificial intelligence-based technologies (AITs) have the potential to support earlier detection of the behavioral and psychological symptoms of dementia (BPSD). The recent surge of interest in this topic underscores the need to comprehensively examine the existing evidence.

Objective: This scoping review aimed to identify and summarize the types and uses of AITs currently used for the early detection of BPSD among people diagnosed with the disease. We also examined which health care professionals were involved, nursing involvement and experience, the care settings in which these technologies are used, and the characteristics of the BPSD that were assessed.

Methods: Our scoping review was conducted in accordance with the Joanna Briggs Institute manual for scoping reviews. Searches were conducted in March 2025 in the following bibliographic databases: MEDLINE ALL Ovid, Embase, APA PsycINFO Ovid, CINAHL EBSCO, Web of Science Core Collection, the Cochrane Library Wiley, and ProQuest Dissertations and Theses A&I. Additional searches were performed using citation tracking strategies and by consulting the Association for Computing Machinery Digital Library. Eligible studies included primary research involving people with dementia and examining the use of AITs for the detection of BPSD in real-world care settings.

Results: After screening 3670 articles for eligibility, the review includes 12 studies. The studies retained were conducted between 2012 and 2025 in 5 countries and encompassed a range of care settings. The AITs used were predominantly based on classic machine learning approaches and used information from environmental sensors, wearable devices, and data recording systems. These studies primarily assessed behavioral and physiological parameters and focused specifically on symptoms, such as agitation and aggression. None of the retained studies explored nurses' roles or their specific skills in using these technologies.

Conclusions: The use of AITs for managing BPSD represents an emerging field of research offering novel opportunities to enhance their detection in various health care contexts. We recommended that nurses be actively engaged in developing and assessing these technologies. Future research should prioritize investigations into how effective AITs are across diverse populations, whether they can have a long-term impact on managing BPSD, and whether they can improve the quality of life of patients and caregivers.

背景:痴呆症患者通常表现出行为和心理症状,这些症状会产生多种负面后果。基于人工智能的技术(AITs)有可能支持早期检测痴呆症(BPSD)的行为和心理症状。最近对这一主题的兴趣激增,强调了全面审查现有证据的必要性。目的:本综述旨在确定和总结目前在诊断为BPSD的人群中用于早期检测的ait的类型和用途。我们还检查了哪些医疗保健专业人员参与,护理参与和经验,使用这些技术的护理环境,以及被评估的BPSD的特征。方法:我们的范围审查按照乔安娜布里格斯研究所的范围审查手册进行。检索于2025年3月在以下书目数据库中进行:MEDLINE ALL Ovid、Embase、APA PsycINFO Ovid、CINAHL EBSCO、Web of Science Core Collection、Cochrane Library Wiley和ProQuest disserds and Theses A&I。使用引文跟踪策略和咨询计算机协会数字图书馆进行其他搜索。符合条件的研究包括涉及痴呆症患者的初步研究,以及在现实护理环境中检查使用ait检测BPSD的情况。结果:在筛选了3670篇文章后,纳入了12项研究。所保留的研究是在2012年至2025年期间在5个国家进行的,涵盖了一系列护理环境。使用的人工智能主要基于经典的机器学习方法,并使用来自环境传感器、可穿戴设备和数据记录系统的信息。这些研究主要评估行为和生理参数,并特别关注症状,如躁动和攻击。没有一项保留的研究探讨护士的角色或他们使用这些技术的具体技能。结论:使用ait来管理BPSD代表了一个新兴的研究领域,为在各种卫生保健环境中加强BPSD的检测提供了新的机会。我们建议护士积极参与开发和评估这些技术。未来的研究应该优先调查ait在不同人群中的有效性,它们是否能对BPSD的管理产生长期影响,以及它们是否能改善患者和护理人员的生活质量。
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引用次数: 0
Evaluation of an AI-Based Clinical Decision Support System for Perioperative Care of Older Patients: Ethical Analysis of Focus Groups With Older Adults. 基于人工智能的老年患者围手术期护理临床决策支持系统的评价:老年人焦点小组的伦理分析。
IF 4.8 Q1 GERIATRICS & GERONTOLOGY Pub Date : 2025-10-17 DOI: 10.2196/71568
Nina Parchmann, Marcin Orzechowski, Simone Brefka, Florian Steger

Background: The development and introduction of an artificial intelligence (AI)-based clinical decision support system (CDSS) in surgical departments as part of the "Supporting Surgery with Geriatric Co-management and AI" project addresses the challenges of an increasingly aging population. The system enables digital comanagement of older patients by providing evidence-based evaluations of their health status, along with corresponding medical recommendations, with the aim of improving their perioperative care.

Objective: The use of an AI-based CDSS in patient care raises ethical challenges. Gathering the opinions, expectations, and concerns of older adults (as potential patients) regarding the CDSS enables the identification of ethical opportunities, concerns, and limitations associated with implementing such a system in hospitals.

Methods: We conducted 5 focus groups with participants aged 65 years or older. The transcripts were evaluated using qualitative content analysis and ethically analyzed. Categories were inductively generated, followed by a thematic classification of participants' statements. We found that technical understanding did not influence the older adults' opinions.

Results: Ethical opportunities and concerns were identified. On the one hand, diagnosis and treatment could be accelerated, the patient-AI-physician interaction could enhance medical treatment, and the coordination of hospital processes could be improved. On the other hand, the quality of the CDSS depends on an adequate data foundation and robust cybersecurity. Potential risks included habituation effects, loss of a second medical opinion, and illness severity influencing patients' attitude toward medical recommendations. The risk of overdiagnosis and overtreatment was discussed controversially, and treatment options could be influenced by interests and finances. Additional concerns included challenges with time savings, potential declines in medical skills, and effects on the length of hospital stay.

Conclusions: To address the ethical challenges, we recommend allocating sufficient time for use of the CDSS and emphasizing individualized review of the CDSS results. Furthermore, we suggest limiting private financial sponsorship.

背景:在外科部门开发和引入基于人工智能(AI)的临床决策支持系统(CDSS),作为“老年联合管理和人工智能支持外科”项目的一部分,以应对日益老龄化的人口挑战。该系统通过提供对老年患者健康状况的循证评估以及相应的医疗建议,从而实现对老年患者的数字化管理,目的是改善他们的围手术期护理。目的:在病人护理中使用基于人工智能的CDSS提出了伦理挑战。收集老年人(作为潜在患者)对CDSS的意见、期望和关注,可以确定在医院实施这种系统的伦理机会、关注和限制。方法:我们进行了5个焦点小组,参与者年龄在65岁及以上。使用定性内容分析和伦理分析对转录本进行评估。分类是归纳生成的,然后对参与者的陈述进行专题分类。我们发现,技术理解并不影响老年人的意见。结果:确定了伦理机会和关注点。一方面可以加快诊断和治疗,患者- ai -医生的互动可以增强医疗,提高医院流程的协调性。另一方面,CDSS的质量取决于充足的数据基础和强大的网络安全。潜在风险包括习惯效应、失去第二医疗意见以及影响患者对医疗建议态度的疾病严重程度。过度诊断和过度治疗的风险是有争议的,治疗选择可能受到利益和经济的影响。其他问题包括节省时间的挑战、医疗技能的潜在下降以及对住院时间的影响。结论:为了解决伦理挑战,我们建议分配足够的时间使用CDSS,并强调对CDSS结果的个性化审查。此外,我们建议限制私人资金赞助。
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引用次数: 0
Correction: Changes in Sarcopenia Status and Subsequent Cardiovascular Outcomes: Prospective Cohort Study. 修正:肌少症状态的改变和随后的心血管结局:前瞻性队列研究。
IF 4.8 Q1 GERIATRICS & GERONTOLOGY Pub Date : 2025-10-17 DOI: 10.2196/84642
Yuanyue Zhu, Kan Wang, Zuolin Lu, Feika Li, Yu Xu, Linhui Shen, Yufang Bi, Weiguo Hu

[This corrects the article DOI: .].

[更正文章DOI: .]。
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引用次数: 0
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