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Identification of Dementia & Mild Cognitive Impairment in Chinese Elderly Using Machine Learning. 利用机器学习识别中国老年人的痴呆症和轻度认知障碍。
Pub Date : 2024-01-01 DOI: 10.1177/15333175241275215
Tong-Tong Ying, Li-Ying Zhuang, Shan-Hu Xu, Shu-Feng Zhang, Li-Jun Huang, Wei-Wei Gao, Lu Liu, Qi-Lun Lai, Yue Lou, Xiao-Li Liu

Objective: To assess the role of Machine Learning (ML) in identification critical factors of dementia and mild cognitive impairment.

Methods: 371 elderly individuals were ultimately included in the ML analysis. Demographic information (including gender, age, parity, visual acuity, auditory function, mobility, and medication history) and 35 features from 10 assessment scales were used for modeling. Five machine learning classifiers were used for evaluation, employing a procedure involving feature extraction, selection, model training, and performance assessment to identify key indicative factors.

Results: The Random Forest model, after data preprocessing, Information Gain, and Meta-analysis, utilized three training features and four meta-features, achieving an area under the curve of 0.961 and a accuracy of 0.894, showcasing exceptional accuracy for the identification of dementia and mild cognitive impairment.

Conclusions: ML serves as a identification tool for dementia and mild cognitive impairment. Using Information Gain and Meta-feature analysis, Clinical Dementia Rating (CDR) and Neuropsychiatric Inventory (NPI) scale information emerged as crucial for training the Random Forest model.

目的:评估机器学习(ML)在识别痴呆症和轻度认知障碍关键因素中的作用:评估机器学习(ML)在识别痴呆症和轻度认知障碍关键因素中的作用。人口统计学信息(包括性别、年龄、胎次、视力、听觉功能、活动能力和用药史)和来自 10 个评估量表的 35 个特征被用于建模。评估使用了五个机器学习分类器,包括特征提取、选择、模型训练和性能评估,以确定关键的指示因素:结果:经过数据预处理、信息增益和元分析后,随机森林模型利用三个训练特征和四个元特征,达到了 0.961 的曲线下面积和 0.894 的准确率,在识别痴呆症和轻度认知障碍方面显示出卓越的准确性:结论:ML 可作为痴呆症和轻度认知障碍的识别工具。通过信息增益和元特征分析,临床痴呆评级(CDR)和神经精神量表(NPI)信息成为训练随机森林模型的关键。
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引用次数: 0
Neuropsychiatric Behavioral Assessments in Mice After Acute and Long-Term Treatments of Low-Intensity Pulsed Ultrasound. 低强度脉冲超声波急性和长期治疗后的小鼠神经精神行为评估
Pub Date : 2024-01-01 DOI: 10.1177/15333175231222695
Ye Li, Yiqing Wu, Qi Luo, Xuanjie Ye, Jie Chen, Yuanlin Su, Ke Zhao, Xinmin Li, Jing Lin, Zhiqian Tong, Qi Wang, Dongwu Xu

Introduction: To evaluate whether both acute and chronic low-intensity pulsed ultrasound (LIPUS) affect brain functions of healthy male and female mice. Methods: Ultrasound (frequency: 1.5 MHz; pulse: 1.0 kHz; spatial average temporal average (SATA) intensity: 25 mW/cm2; and pulse duty cycle: 20%) was applied at mouse head in acute test for 20 minutes, and in chronic experiment for consecutive 10 days, respectively. Behaviors were then evaluated. Results: Both acute and chronic LIPUS at 25 mW/cm2 exposure did not affect the abilities of movements, mating, social interaction, and anxiety-like behaviors in the male and female mice. However, physical restraint caused struggle-like behaviors and short-time memory deficits in chronic LIPUS groups in the male mice. Conclusion: LIPUS at 25 mW/cm2 itself does not affect brain functions, while physical restraint for LIPUS therapy elicits struggle-like behaviors in the male mice. An unbound helmet targeted with ultrasound intensity at 25-50 mW/cm2 is proposed for clinical brain disease therapy.

简介评估急性和慢性低强度脉冲超声(LIPUS)是否会影响健康雌雄小鼠的大脑功能。方法:超声波(频率:1.5 MHz;脉冲:1.5 MHz分别在小鼠头部施加超声波(频率:1.5 MHz;脉冲:1.0 kHz;空间平均时间平均(SATA)强度:25 mW/cm2;脉冲占空比:20%),急性试验20分钟,慢性试验连续10天。然后对小鼠的行为进行评估。结果25 mW/cm2的急性和慢性LIPUS照射均未影响雌雄小鼠的运动能力、交配能力、社会交往能力和焦虑行为。然而,在慢性 LIPUS 组中,物理约束会导致雄性小鼠出现挣扎类行为和短时记忆缺陷。结论功率为 25 mW/cm2 的 LIPUS 本身不会影响大脑功能,而对雄性小鼠进行物理约束以进行 LIPUS 治疗则会引起挣扎样行为。建议将以 25-50 mW/cm2 超声波强度为目标的非束缚头盔用于临床脑疾病治疗。
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引用次数: 0
"It's Opened My Eyes to a Whole New World": Positive Behaviour Support Training for Staff and Family Members Supporting Residents With Dementia in Aged Care Settings. "它让我看到了一个全新的世界":为支持老年护理机构中患有痴呆症的住户的工作人员和家庭成员提供积极行为支持培训。
Pub Date : 2024-01-01 DOI: 10.1177/15333175241241168
Alinka C Fisher, Katrina Reschke, Nijashree Shah, Sau Cheung, Claire O'Connor, Olivier Piguet

Objectives: This study examined the acceptability and usefulness of Positive Behaviour Support (PBS) training in enhancing the capabilities of support staff and family members providing behaviour support to residents with dementia in residential aged care (RAC).

Methods: A mixed-methods pilot study was conducted across 3 RAC organisations, involving pre- and post-training questionnaire assessments for clinical leaders (n = 8), support staff (n = 37) and family members (n = 18).

Results: Findings indicated increased confidence among support staff and family members in providing behaviour support, with 96% indicating it would support their practices across settings. Key training benefits included identifying and addressing underlying causes of challenging behaviours. A majority (89%) expressed the need for further behaviour support training.

Conclusion: Recommendations focus on developing systems to enable effective and collaborative behaviour support practices. Further research is needed to examine application of PBS principles and planning for residents living with dementia.

研究目的本研究探讨了积极行为支持(PBS)培训在提高辅助人员和家庭成员为老年痴呆症院友提供行为支持的能力方面的可接受性和实用性:在 3 家安老院组织中开展了一项混合方法试点研究,对临床领导(8 人)、辅助人员(37 人)和家庭成员(18 人)进行了培训前后的问卷评估:结果:培训结果表明,辅助人员和家庭成员对提供行为支持的信心有所增强,96%的人表示这将有助于他们在不同环境中的实践。培训的主要益处包括识别和解决挑战性行为的根本原因。大多数人(89%)表示需要进一步的行为支持培训:建议的重点是开发系统,以实现有效和协作的行为支持实践。需要开展进一步的研究,以探讨针对痴呆症患者的行为支持原则和规划的应用。
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引用次数: 0
Development and Validation of an Automatic Computerized Neurocognitive Battery in Chinese. 中文自动计算机化神经认知测验的开发与验证。
Pub Date : 2024-01-01 DOI: 10.1177/15333175241271910
Ji Zhang, Ze-Yu Hong, Liu Yang, Xiao-Jia Li, Fang Ye

Objectives: Neuropsychological test batteries, which accurately and comprehensively assess cognitive functions, are a crucial approach in the early detection of and interventions for cognitive impairments. However, these tests have yet to gain wide clinical application in China owing to their complexity and time-consuming nature. This study aimed to develop the Computerized Neurocognitive Battery for Chinese-Speaking participants (CNBC), an autorun and autoscoring cognitive assessment tool to provide efficient and accurate cognitive evaluations for Chinese-Speaking individuals.

Methods: The CNBC was developed through collaboration between clinical neurologists and software engineers. Qualified volunteers were recruited to complete CNBC and traditional neurocognitive batteries. The reliability and validity of the CNBC were evaluated by analyzing the correlations between the measurements obtained from the computerized and the paper-based assessment and those between software-based scoring and manual scoring.

Results: The CNBC included 4 subtests and an autorun version. Eighty-six volunteers aged 51-82 years with 7-22 years of education were included. Significant correlations (0.256-0.666) were observed between paired measures associated with attention, executive function, and episodic memory from the CNBC and the traditional paper-based neurocognitive batteries. This suggests a strong construct validity of the CNBC in assessing these cognitive domains. Furthermore, the correlation coefficients between manual scoring and system scoring ranged from 0.904-1.0, indicating excellent inter-rater reliability for the CNBC.

Interpretation: A novel CNBC equipped with automated testing and scoring features was developed in this study. The preliminary results confirm its strong reliability and validity, indicating its promising potential for clinical utilization.

目的:神经心理测试能够准确、全面地评估认知功能,是早期发现和干预认知障碍的重要方法。然而,由于其复杂性和耗时性,这些测试在中国尚未得到广泛的临床应用。本研究旨在开发一种自动运行和自动评分的认知评估工具--"华语参与者计算机化神经认知测验"(CNBC),为华语个体提供高效、准确的认知评估:CNBC 由临床神经学家和软件工程师合作开发。方法:CNBC 由临床神经学家和软件工程师合作开发,招募合格志愿者完成 CNBC 和传统神经认知测试。通过分析电脑测评与纸质测评之间的相关性,以及软件评分与人工评分之间的相关性,对 CNBC 的信度和效度进行评估:CNBC 包括 4 个子测验和一个自动运行版本。共有 86 名志愿者参加了测试,他们的年龄在 51-82 岁之间,受教育年限在 7-22 年之间。CNBC和传统的纸质神经认知测试中与注意力、执行功能和外显记忆相关的成对测量结果之间存在显著的相关性(0.256-0.666)。这表明 CNBC 在评估这些认知领域时具有很强的建构效度。此外,人工评分与系统评分之间的相关系数在0.904-1.0之间,表明CNBC的评分者间可靠性极佳:本研究开发了一种配备自动测试和评分功能的新型 CNBC。初步结果证实了该系统具有很高的可靠性和有效性,表明其在临床应用中具有广阔的前景。
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引用次数: 0
A Longitudinal Dose-Response Curve Between Leisure-Time Physical Activity and the Prevalence of Diabetes Based on the Different Levels of Cognitive Function Among Older Adults. 基于不同认知功能水平的老年人闲暇体育活动与糖尿病患病率之间的纵向剂量-反应曲线。
Pub Date : 2024-01-01 DOI: 10.1177/15333175241241891
Jungjoo Lee, Junhyoung Kim, Hyo Jin Ju, Sang Joon An, Bomi Woo

This study investigated a dose-response relationship between Leisure-Time Physical Activity participation (LTPA) and the risk of diabetes and a comparison of the risk across different cognitive function groups among older adults. The Health and Retirement Study data were used from 2012 to 2020 (n = 18 746). This study conducted a Cox Proportional Hazard Regression to investigate the Dose-Response Curve between the prevalence of diabetes and the covariates following a level of LTPA participation. The result presented that the Odds Ratio continuously decreased as the level of LTPA participation increased. Among the three cognitive function groups, the high group (OR = .43, P < .05) and the mid group (OR = .71, P < .05) had a larger negative slope coefficient than the low group. This study found that LTPA participation reduces the risk of diabetes and gives evidence for the importance of cognitive function in reducing the prevalence of diabetes.

本研究调查了闲暇时间体育活动参与(LTPA)与糖尿病风险之间的剂量反应关系,以及不同认知功能组别老年人的糖尿病风险比较。研究使用了 2012 年至 2020 年的健康与退休研究数据(n = 18 746)。该研究采用 Cox 比例危险回归法研究了参加一定程度的长期保健计划后,糖尿病患病率与协变量之间的剂量-反应曲线。结果表明,随着参加长跑运动水平的提高,患病率比持续下降。在三个认知功能组中,高组(OR = .43,P < .05)和中组(OR = .71,P < .05)的负斜率系数大于低组。这项研究发现,参加长期体育锻炼可降低糖尿病风险,并证明了认知功能在降低糖尿病患病率方面的重要性。
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引用次数: 0
A Review of the Role of Estrogens in Olfaction, Sleep and Glymphatic Functionality in Relation to Sex Disparity in Alzheimer's Disease. 雌激素在嗅觉、睡眠和脑腺功能中的作用与阿尔茨海默病性别差异的关系综述》。
Pub Date : 2024-01-01 DOI: 10.1177/15333175241272025
Anupa Ekanayake, Senal Peiris, Biyar Ahmed, Sangam Kanekar, Cooper Grove, Deepak Kalra, Paul Eslinger, Qing Yang, Prasanna Karunanayaka

Several risk factors contribute to the development of Alzheimer's disease (AD), including genetics, metabolic health, cardiovascular history, and diet. It has been observed that women appear to face a higher risk of developing AD. Among the various hypotheses surrounding the gender disparity in AD, one pertains to the potential neuroprotective properties of estrogen. Compared to men, women are believed to be more susceptible to neuropathology due to the significant decline in circulating estrogen levels following menopause. Studies have shown, however, that estrogen replacement therapies in post-menopausal women do not consistently reduce the risk of AD. While menopause and estrogen levels are potential factors in the elevated incidence rates of AD among women, this review highlights the possible roles estrogen has in other pathways that may also contribute to the sex disparity observed in AD such as olfaction, sleep, and glymphatic functionality.

阿尔茨海默病(AD)的发病有多种风险因素,包括遗传、代谢健康、心血管病史和饮食。据观察,女性罹患阿尔茨海默病的风险似乎更高。在围绕注意力缺失症性别差异的各种假说中,有一种假说与雌激素的潜在神经保护特性有关。与男性相比,由于绝经后循环中的雌激素水平显著下降,女性被认为更容易发生神经病变。但研究表明,绝经后女性使用雌激素替代疗法并不能持续降低罹患注意力缺失症的风险。虽然更年期和雌激素水平是导致女性注意力缺失症发病率升高的潜在因素,但本综述强调了雌激素在其他途径中可能发挥的作用,这些途径也可能导致注意力缺失症中观察到的性别差异,如嗅觉、睡眠和肾脏功能。
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引用次数: 0
Effectiveness of Early Multimodal Non-pharmacological Interventions in Cognitive Preservation in the Elderly. 早期多模式非药物干预对保护老年人认知能力的效果。
Pub Date : 2024-01-01 DOI: 10.1177/15333175241256803
Sun-Wung Hsieh, Shih-Fen Hsiao, Lih-Jiun Liaw, Ling-Chun Huang, Yuan-Han Yang

Introduction: Multimodal non-pharmacological interventions (MNPI) have been determined as effective in delaying cognitive deterioration. The effectiveness of timing of such interventions in elderly is less discussed. We compared the different effectiveness of MNPI in cognitive preservation in elderly subjects with and without dementia.

Methods: We enrolled volunteer the elderly subjects. Subjects were classified as dementia group and non-dementia group by instrument of ascertainment of dementia 8. All were assigned to attend 3 hours of MNPI (physical fitness training, Chinese capillary, and Chinese drawings and paintings) twice a week over a 16-week period. Neuropsychiatric tests, including Mini-Mental State Examination (MMSE), Cognitive Assessment Screening Instrument (CASI), clinical dementia rating (CDR), and neuropsychiatric inventory (NPI), were administered before and 1 year after MNPI. We demonstrated the changes of cognition and behavioral and psychological symptoms of dementia (BPSD) before and after MNPI. We compared the different effectiveness of cognition preservation between two groups.

Results: In total, there were 43 participants in our study, including 18 with non-dementia and 25 with dementia. The non-dementia group had a significantly higher proportion of cognitive preservation in remote memory (100.0% vs 68.0%, P = .007), orientation (94.4% vs 48.0%, P = .001), drawing (94.4% vs 64.0%, P = .021) and language (77.8% vs 48.0%, P = .049) than the dementia group. The highest proportion of preserved cognition after MNPI was remote memory (100%), followed by orientation (94.4%) and drawing (94.4%) in the non-dementia group. The highest proportion of preserved cognition after MNPI was attention (72%) followed by remote memory (68%), recent memory (64%) and drawing (64%) in the dementia group. Overall, their improved rate in behavioral and psychological symptoms was 55.6%.

Conclusion: Our study concluded the benefits of early MNPI in cognition preservation in the elderly, especially in the field of remote memory, orientation, drawing and language.

简介多模式非药物干预(MNPI)已被确定为能有效延缓认知功能衰退。但对老年人进行此类干预的时机选择的有效性讨论较少。我们比较了 MNPI 对患有和未患有痴呆症的老年受试者的认知保护的不同效果:方法:我们招募了老年志愿者。方法:我们招募了老年志愿者,通过痴呆症鉴定工具将受试者分为痴呆症组和非痴呆症组。所有受试者都被分配参加每周两次、每次 3 小时的 MNPI(体能训练、中国毛细血管和中国画),为期 16 周。在参加 MNPI 前和参加 MNPI 一年后,我们分别对他们进行了神经精神测试,包括迷你精神状态检查 (MMSE)、认知评估筛查工具 (CASI)、临床痴呆评级 (CDR) 和神经精神量表 (NPI)。我们展示了 MNPI 前后认知和痴呆行为及心理症状(BPSD)的变化。我们比较了两组患者在认知保护方面的不同效果:我们的研究共有 43 名参与者,包括 18 名非痴呆症患者和 25 名痴呆症患者。非痴呆组在远距离记忆(100.0% vs 68.0%,P = .007)、定向力(94.4% vs 48.0%,P = .001)、绘画(94.4% vs 64.0%,P = .021)和语言(77.8% vs 48.0%,P = .049)方面的认知能力保存比例明显高于痴呆组。在非痴呆组中,MNPI 后认知能力得到保留的比例最高的是远距离记忆(100%),其次是定向力(94.4%)和绘画(94.4%)。在痴呆症组中,MNPI 治疗后认知能力得到保留的比例最高的是注意力(72%),其次是远距离记忆(68%)、近期记忆(64%)和绘画(64%)。总体而言,他们在行为和心理症状方面的改善率为 55.6%:我们的研究得出结论,早期 MNPI 有助于保护老年人的认知能力,尤其是在远距离记忆、定向力、绘画和语言方面。
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引用次数: 0
Mediating Factors Associated With Physical Activity in Older Adults at Increased Dementia Risk. 与痴呆症风险增加的老年人体育活动相关的中介因素。
Pub Date : 2024-01-01 DOI: 10.1177/15333175241257849
Maria Isabel Cardona, Melanie Luppa, Andrea Zülke, Eric S Kroeber, Alexander Bauer, Juliane Döhring, Catharina Escales, Christian Brettschneider, Thomas Frese, Robert P Kosilek, Jochen Gensichen, Wolfgang Hoffmann, Hanna Kaduszkiewicz, Hans-Helmut König, Birgitt Wiese, Steffi G Riedel-Heller, Jochen René Thyrian

While regular physical-activity (PA) is beneficial, multimorbid individuals at increased dementia risk may exhibit reduced PA levels. Thus, a more comprehensive understanding of mediating factors responsible for inactivity in this population is needed. This study investigated the impact of a multimodal intervention on PA changes at 24-month follow-up and associated mediating factors among community-dwelling patients aged 60-77, with increased dementia risk determined by the CAIDE Dementia Risk Score. Of 1030 participants recruited, 819 completed the assessment. Thus, a generalized estimating equations model initially assessed differences in PA over 24 months, followed by a tree analysis identifying mediating factors influencing PA changes post-intervention. While no significant effect on regular PA was found during the follow-up (P = .674), subgroup analysis revealed improved self-efficacy (P = .000) associated with increased engagement in PA. Incorporating self-efficacy elements into future strategies is crucial for promoting PA among individuals with multimorbidity and at increased dementia risk.

虽然定期进行体育锻炼(PA)有益,但痴呆症风险增加的多病人群的体育锻炼水平可能会降低。因此,需要更全面地了解造成这一人群缺乏运动的中介因素。本研究调查了多模式干预在 24 个月随访期间对活动量变化的影响以及相关的中介因素,研究对象为 60-77 岁的社区居民患者,他们的痴呆风险增加是由 CAIDE 痴呆风险评分决定的。在招募的 1030 名参与者中,有 819 人完成了评估。因此,广义估计方程模型首先评估了 24 个月内 PA 的差异,然后进行树状分析,确定影响干预后 PA 变化的中介因素。虽然在随访期间没有发现对常规 PA 有明显影响(P = .674),但亚组分析显示,自我效能的提高(P = .000)与 PA 参与度的增加有关。在未来的策略中融入自我效能元素对于促进多病和痴呆症风险增加人群的体育锻炼至关重要。
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引用次数: 0
Recruiting Persons With Dementia: A Systematic Review of Facilitators, Barriers, and Strategies. 招募痴呆症患者:对促进因素、障碍和策略的系统回顾。
Pub Date : 2024-01-01 DOI: 10.1177/15333175241276443
Julian Hirt, Thomas Beer, Stefano Cavalli, Stefano Cereghetti, Elia R G Pusterla, Adelheid Zeller

Study recruitment of persons with dementia is challenging. We aimed to assess facilitators, barriers, and strategies to identify and approach persons with dementia for recruitment to dementia care studies. We systematically searched MEDLINE/PubMed, CINAHL, Web of Science, and other sources (ORRCA [Online Resource for Research in Clinical triAls]; pertinent evidence syntheses; citation searching) and narratively summarised the results (PROSPERO CRD42022342600). Facilitators and barriers consisted of "characteristics of participants, researchers, clinical contact persons", "study characteristics", and "communication with participants". The highest number of participants were recruited by study information in electronic and print formats, as well as by networking and collaboration. Advertisements proved to be the most expensive way of recruitment. There is limited evidence on the impact of recruitment strategies to identify persons with dementia for recruitment to dementia care studies. Our analysis of facilitators and barriers may inform research teams in designing strategies to identify persons with dementia for recruitment purposes.

痴呆症患者的研究招募具有挑战性。我们的目的是评估痴呆症护理研究招募痴呆症患者的促进因素、障碍以及识别和接触痴呆症患者的策略。我们系统地检索了 MEDLINE/PubMed、CINAHL、Web of Science 和其他来源(ORRCA [Online Resource for Research in Clinical triAls];相关证据综述;引文检索),并对结果进行了叙述性总结(PROSPERO CRD42022342600)。促进因素和障碍包括 "参与者、研究人员、临床联系人的特点"、"研究特点 "和 "与参与者的沟通"。通过电子和印刷形式的研究信息以及网络和合作招募的参与者人数最多。事实证明,广告是最昂贵的招募方式。关于痴呆症护理研究招募痴呆症患者的招募策略的影响,目前证据有限。我们对促进因素和障碍的分析可以为研究团队设计招募痴呆症患者的策略提供参考。
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引用次数: 0
Hearing Impairment and Cognitive Function: Mediating Role of Social Isolation and Depression. 听力障碍与认知功能:社会隔离和抑郁的中介作用
Pub Date : 2024-01-01 DOI: 10.1177/15333175241227318
Fan Wu, Chenxi Zhou

ObjectivesTo examine the relationship between hearing impairment and cognitive function and the mediating role of social isolation and depression. Methods: Data came from the 2018 China Health and Retirement Longitudinal Study wave. A self-reported item, a composite index, the 10-item Center for Epidemiological Studies Depression Scale, and the Mini-Mental State Exam were used to measure hearing impairment, social isolation, depression, and cognitive function, respectively. Mediation analysis was performed. Results: 6799 participants were included. For participants reporting mild hearing impairment and severe hearing impairment, there were significant direct and indirect effects on cognitive function. Social isolation mediated 2.75% and 6.33% of the relationship between mild hearing impairment, severe hearing impairment, and cognitive function, respectively. The direct effect of hearing impairment outweighed the mediation effect of social isolation on cognitive function. Conclusions: Decreased cognitive function linked to hearing impairment might benefit from addressing hearing impairment and social isolation in older adults.

目的 研究听力障碍与认知功能之间的关系,以及社会隔离和抑郁的中介作用。方法数据来自2018年中国健康与退休纵向研究。采用自我报告项目、综合指数、10项流行病学研究中心抑郁量表和迷你精神状态检查分别测量听力损伤、社会隔离、抑郁和认知功能。进行了中介分析。结果共纳入 6799 名参与者。对于报告有轻度听力障碍和重度听力障碍的参与者,认知功能受到了显著的直接和间接影响。在轻度听力损伤、严重听力损伤和认知功能之间的关系中,社会隔离分别起到了 2.75% 和 6.33% 的中介作用。听力损伤对认知功能的直接影响超过了社会隔离的中介效应。结论与听力损伤有关的认知功能下降可能会从解决老年人听力损伤和社会隔离问题中受益。
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引用次数: 0
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American journal of Alzheimer's disease and other dementias
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