Instrumental activities of daily living

日常生活的工具性活动
  • 文章类型: Journal Article
    认知刺激疗法(CST)被发现可以显着改善英国轻中度痴呆患者的认知功能和生活质量(QOL)。然而,台湾本土对老年痴呆症患者的研究很少。因此,本研究通过一项准实验性试验,开发并调查了台湾版CST组(CST-T)的疗效.不包括辍学者,有13名实验参与者(M=78.9±9.0)和13名对照参与者(77.9±5.6).结果表明认知功能有显著改善,QOL,与对照组相比,实验组的日常生活功能,在3个月的随访中,这些影响仍然很明显。
    Cognitive stimulation therapy (CST) was found to significantly improve cognitive function and quality of life (QOL) in patients with mild-to-moderate dementia in the UK. However, indigenous research on older adults with dementia in Taiwan is scarce. Therefore, this study developed and investigated the effects of a Taiwan version of group CST (CST-T) through a quasi-experimental trial. Excluding the dropouts, there were 13 experimental participants (M = 78.9 ± 9.0) and 13 control participants (77.9 ± 5.6). The results indicated significant improvements in cognitive function, QOL, and daily life functioning in the experimental group compared with the control group, and these effects remained evident at a 3-month follow-up.
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  • 文章类型: Journal Article
    遗忘型轻度认知障碍(aMCI)是介于正常衰老和阿尔茨海默病之间的过渡阶段,使早期筛查成为可能干预和预防阿尔茨海默病(AD)进展的当务之急。因此,需要进行研究以确定有效且易于使用的aMCI筛查工具。虽然虚拟现实环境中的行为测试已经成功捕获了与日常生活工具活动相关的行为特征,用于aMCI筛查,需要进一步的研究来建立认知衰退和神经系统变化之间的联系。利用具有稳态视觉诱发电位的脑电图,这项研究探讨了在虚拟现实测试中记录的行为特征与通过测量背侧神经活动获得的神经特征之间的相关性。因此,这种多模式方法实现了98.38%的令人印象深刻的筛查准确率。
    Amnestic mild cognitive impairment (aMCI) is a transitional stage between normal aging and Alzheimer\'s disease, making early screening imperative for potential intervention and prevention of progression to Alzheimer\'s disease (AD). Therefore, there is a demand for research to identify effective and easy-to-use tools for aMCI screening. While behavioral tests in virtual reality environments have successfully captured behavioral features related to instrumental activities of daily living for aMCI screening, further investigations are necessary to establish connections between cognitive decline and neurological changes. Utilizing electroencephalography with steady-state visual evoked potentials, this study delved into the correlation between behavioral features recorded during virtual reality tests and neurological features obtained by measuring neural activity in the dorsal stream. As a result, this multimodal approach achieved an impressive screening accuracy of 98.38%.
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  • 文章类型: Journal Article
    背景:在2型糖尿病治疗中,从口服药物到胰岛素注射的过渡的坚持在患者中有所不同,并且并非一致成功,在某些情况下导致血糖控制欠佳。这项研究旨在探讨中老年人(40-74岁)诊断为2型糖尿病不到10年的认知和日常功能能力与血糖控制之间的潜在相关性。特别是那些最近过渡到胰岛素注射的人,在发展中国家的背景下,他们的教育水平较低。
    方法:进行了一项病例对照研究,其中30例HbA1c水平>8%控制不佳的糖尿病(PCDM)患者与30例HbA1c水平≤8%的糖尿病(FCDM)患者进行比较。作为两组暴露量的基础蒙特利尔认知评估(MoCA-B)评分小于27分。此外,使用Pearson的r.
    结果:主要结局显示两个糖尿病组的MoCA-B评分之间无粗差异(p值=0.82)。然而,在调整了年龄之后,教育,和IADL得分,在IADL评分较高的受教育程度较低的年轻老年人中,认知功能下降显示了对PCDM的意外保护作用(p值<0.0001,OR95%CI=0~0.26).在MoCA-B和IADL评分之间的线性回归分析中,来自MoCA-B的“延迟召回”和“定向”域,来自IADL的“管理药物”和“使用电话”与HbA1c水平呈负相关(p值分别为<0.01、0.043、0.015和0.023)。电池内和电池间的相关性进一步说明了MoCA-B的“方向”与IADL的“使用电话”和“管理药物”之间的强关联(p值<0.0001)。
    结论:在某些认知领域的出色表现与更好的血糖控制有关。尽管如此,因为在临床常规中评估认知领域可能是及时的,通过评估患者使用手机或管理药物的器械能力,可以采取一种潜在的快速方法。需要未来的研究包括更大的样本量和更广泛的社会心理因素来阐述我们的发现。
    BACKGROUND: Adherence to the transition from oral agents to insulin injections in Type 2 Diabetes Mellitus therapy varies among patients and is not uniformly successful, leading to suboptimal glycemic control in certain cases. This study aims to investigate the potential correlation between cognitive and daily functional capabilities and glycemic control in middle-aged to older adults (40-74 years old) diagnosed with Type 2 Diabetes Mellitus for less than 10 years, specifically those who have recently transitioned to insulin injections and have lower education levels within the context of a developing country.
    METHODS: A case-control study was conducted with 30 poorly controlled diabetes mellitus (PCDM) patients recognized by HbA1c levels > 8% compared to 30 fairly controlled diabetes mellitus (FCDM) patients with HbA1c levels ≤ 8%. Basic Montreal Cognitive Assessment (MoCA-B) score of less than 27 was investigated as the exposure among two groups. Additionally, intra- and inter-battery correlations were assessed among MoCA-B and Instrumental Activities of Daily Living (IADL) domains using Pearson\'s r.
    RESULTS: The primary outcomes showed no crude difference between MoCA-B scores in the two diabetic groups (p-value = 0.82). However, after adjusting for age, education, and IADL scores, cognitive decline in the less-educated younger elderly with high IADL scores demonstrated an unexpected protective effect against PCDM (p-value < 0.0001, OR 95% CI = 0-0.26). In linear regression analysis among MoCA-B and IADL scores, \"delayed recall\" and \"orientation\" domains from MoCA-B, and \"managing medications\" and \"using the phone\" from IADL were negatively associated with HbA1c levels (p-values of < 0.01, 0.043, 0.015, and 0.023, respectively). Intra- and inter-battery correlations further illustrated a strong association between MoCA-B\'s \"orientation\" with IADL\'s \"using the phone\" and \"managing medications\" (p-values < 0.0001).
    CONCLUSIONS: Superior performance in certain cognitive domains is linked to better glycemic control. Still, since assessing cognitive domains may be timely in clinical routine, a potential rapid approach might be taken by assessing patients\' instrumental abilities to use cell phone or manage medications. Future studies including a larger sample size and a broader spectrum of psychosocial factors are needed to elaborate on our findings.
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  • 文章类型: Journal Article
    背景:中风后缺乏社会活动会导致不良后果,使出院后的社会活动对慢性中风幸存者很重要。
    目的:探讨出院后早期康复服务对慢性脑卒中幸存者社会活动的影响。
    方法:参与者从三家疗养医院前瞻性招募。慢性中风幸存者出院后接受早期康复服务的定义是日本长期护理保险制度利用日托或家庭康复服务。病前和出院后3、6和12个月使用Frenchay活动指数(FAI)评估社交活动。在这项研究中,结局定义为出院后3~12个月FAI评分的变化.进行多元回归分析以检查康复对FAI变化的影响。
    结果:90名中风幸存者(年龄67.2±11.6岁,52名男性)入选。康复和非康复组出院后3至12个月FAI分别改善了27.4%和1.4%,分别。多因素回归分析显示,出院后康复与出院后3~12个月FAI变化呈正相关(B=30.3,β=0.38,95%置信区间=11.13~49.47,p=0.002)。
    结论:出院后的早期康复服务与社交活动增加显著相关。
    BACKGROUND: Social inactivity after a stroke leads to adverse outcomes, making social activity after discharge important for chronic stroke survivors. This study aimed to investigate the effects of early rehabilitation services after discharge on social activity among chronic stroke survivors.
    METHODS: The participants were prospectively recruited from 3 convalescent hospitals. Receipt of early rehabilitation services after discharge for chronic stroke survivors was defined as the utilization of day care or home-based rehabilitation services by the Japanese long-term care insurance system. Social activity was assessed using the Frenchay Activities Index (FAI) premorbid and at 3, 6, and 12 months after discharge. In this study, the outcome was defined as the change in the FAI score from 3 to 12 months after discharge. Multivariate regression analysis was performed to examine the effect of access to rehabilitation on changes in FAI.
    RESULTS: Ninety stroke survivors (age 67.2±11.6 years, 52 male) were enrolled. The FAI showed improvements by 27.4% and 1.4% from 3 to 12 months after discharge in the rehabilitation and nonrehabilitation groups, respectively. Multivariate regression analysis showed that access to rehabilitation after discharge was positively associated with the FAI change from 3 to 12 months after discharge (B=30.3, β=0.38, 95% confidence interval=11.13-49.47, P=0.002).
    CONCLUSIONS: Early rehabilitation services after discharge were significantly associated with increased social activity.
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  • 文章类型: Journal Article
    尽管近几十年来药品的整体质量有所提高,许多髋部骨折患者的功能能力仍然不足。本研究的目的是确定住院的髋部骨折患者在3个月和6个月的随访中通过Lawton-Brody量表测量的日常生活仪器活动(IADL)的重要预测因子。
    这项观察性队列研究纳入了191例急性髋部骨折患者。在基线和3个月和6个月后使用Lawton-Brody量表测量IADL。使用骨折前功能状态进行多变量logistic回归分析,社会人口统计学变量,手握力(HGS),外科手术,并发症,以及住院时间,短物理性能电池,术后第五天的Barthel指数(BI)作为髋部骨折手术后IADL的潜在预测因子。
    参与者的平均年龄为80.3±6.8岁,77.0%的队列是女性.多因素回归分析显示骨折前功能状态和早期功能恢复是髋部骨折术后IADL的独立预测因素。
    临床医生应采取措施,通过改变患者在髋部骨折手术后第一天的康复方式来改善功能预后。特别是对于骨折前功能状态较低的患者组。
    UNASSIGNED: Although the overall quality of medicine has improved in recent decades, the functional capacity in many hip fracture patients remains insufficient. The goal of the present study was to identify significant predictors of Instrumental Activities of Daily Living (IADL) measured by the Lawton-Brody scale at 3- and 6-month follow-up in patients with hip fractures admitted to a hospital.
    UNASSIGNED: This observational cohort study included 191 patients with acute hip fractures. IADL was measured at baseline and after 3 and 6 months using the Lawton-Brody scale. Multivariable logistic regression analysis was carried out using pre-fracture functional status, sociodemographic variables, hand grip strength (HGS), surgical procedure, complications, and length of hospital stay, Short Physical Performance Battery, and Barthel Index (BI) on the fifth postoperative day as potential predictors for IADL after a hip fracture surgery.
    UNASSIGNED: The mean age of the participants was 80.3 ± 6.8 years, and 77.0% of our cohort were women. Multivariate regression analysis revealed that pre-fracture functional status and early functional recovery were independent predictors of IADL after hip fracture surgery.
    UNASSIGNED: Clinicians should take steps to improve functional outcomes by changing how patients are rehabilitated in the first days after hip fracture surgery, especially for the group of patients with a lower functional status before the fracture.
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  • 文章类型: Journal Article
    虚弱和日常生活活动(ADL)残疾是老年人群的常见病。关于虚弱与ADL之间双向关系的研究有限。本研究调查了中国中老年人的虚弱与ADL之间的横截面和纵向关联。
    数据是通过中国健康与退休纵向研究(CHARLS)收集的,在2011年、2013年和2015年进行,包括17,284名年龄≥45岁的个体。我们排除了没有随访数据的个体。2631名参与者完成了基线调查。ADL残疾的定义包括参与日常生活的基本活动(BADL)或日常生活的工具性活动(IADL)的困难。根据Fried标准评估虚弱。使用Logistic回归检查比值比(ORs)和95%置信区间(CIs),以评估基线时ADL与虚弱之间的横截面关系。使用Cox比例风险分析探讨了预测效果,测试危险比(HR)和95CIs。
    在横截面分析中,BADL[OR=6.660(4.519-9.815)],IADL[OR=5.950(4.490-7.866)],和ADL[OR=5.658(4.278-7.483)]表现出与脆弱的显着关联;脆弱表现出与BADL的显着关联[OR=6.741(4.574-9.933)],IADL[OR=6.042(4.555-8.016)]和ADL[OR=5.735(4.333-7.591)]。在纵向分析中,IADL和ADL与短期无基线虚弱的参与者的虚弱显著相关[IADL:HR=1.971(1.150-3.379),ADL:HR=1.920(1.146-3.215)],IADL在长期表现出与虚弱显著相关[HR=2.056(1.085-3.895)]。在BADL中,虚弱与残疾发作风险升高之间没有明显联系,短期IADL和ADL。当考虑到长远的观点时,在BADL[HR=1.820(1.126-2.939)]和IADL[HR=1.724(1.103-2.694)]中,虚弱与残疾发病风险升高显著相关。
    在中老年人中,ADL和IADL残疾预测2年随访后的虚弱,IADL残疾预测4年随访后的虚弱。此外,脆弱没有预测到BADL,2年随访后IADL和ADL残疾。然而,衰弱可预测4年随访后的BADL和IADL残疾。
    Frailty and activities of daily living (ADL) disability are common conditions among older population. Studies on the bidirectional relationship between frailty and ADL are limited. The current study examined the cross-sectional and longitudinal associations between frailty and ADL in middle-aged and older Chinese individuals.
    The data was collected through the China Health and Retirement Longitudinal Study (CHARLS), conducted in 2011, 2013, and 2015, encompassing 17,284 individuals aged ≥45 years. We excluded individuals without follow-up data. 2,631 participants finished the baseline survey. The definition of ADL disability encompasses difficulty in engaging in either basic activities of daily living (BADL) or instrumental activities of daily living (IADL). Frailty was assessed according to the Fried criteria. Logistic regression was utilized to examine odds ratios (ORs) and 95% confidence intervals (CIs) for assessing the cross-sectional relationships between ADL with frailty at baseline. The prediction effects were explored using Cox proportional hazards analysis, testing hazard ratios (HRs) and 95%CIs.
    In cross-sectional analysis, BADL [OR = 6.660 (4.519-9.815)], IADL [OR = 5.950 (4.490-7.866)], and ADL [OR = 5.658 (4.278-7.483)] exhibited significant associations with frailty; frailty demonstrated significant associations with BADL [OR = 6.741 (4.574-9.933)], IADL [OR = 6.042 (4.555-8.016)] and ADL [OR = 5.735 (4.333-7.591)]. In longitudinal analysis, IADL and ADL were significantly associated with frailty in participants without baseline frailty in the short-term period [IADL: HR = 1.971 (1.150-3.379), ADL: HR = 1.920 (1.146-3.215)], IADL exhibited a significant association with frailty in the long-term period [HR = 2.056 (1.085-3.895)]. There was no significant link observed between frailty and an elevated risk of disability onset in BADL, IADL and ADL during the short-term period. When considering the long-term perspective, frailty exhibited a significant association with an elevated risk of disability onset in BADL [HR= 1.820 (1.126-2.939)] and IADL [HR = 1.724 (1.103-2.694)].
    In middle-aged and older adults, ADL and IADL disability predicted frailty after 2-year follow-up, IADL disability predicted frailty after 4-year follow-up. Moreover, frailty did not predict BADL, IADL and ADL disability after 2-year follow-up. However, frailty predicted BADL and IADL disability after 4-year follow-up.
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  • 文章类型: Journal Article
    背景:日常生活工具活动(iADL)对于老年人独立生活至关重要。医疗保健和技术进步将增加全球老年人口和预期寿命。iADLs的困难会影响老年人的生活质量。移动应用程序可以帮助老年人,但是由于意识有限,许多人需要帮助。缺乏意识是应用程序使用的障碍。现有文献主要涵盖医疗保健和APP设计,需要更多关注老年人的iADL应用程序。
    目标:研究目标包括两个主要方面:第一,为了评估意识,使用,以及影响老年人使用iADL应用程序的因素;第二,创建和评估老年人技术授权计划(GEP)对iADL应用程序的认识和使用的有效性。
    方法:本研究采用定量方法,分为2个不同阶段。在第1阶段,我们进行了一项描述性调查,以评估iADL的移动应用程序的认知和使用水平,并确定影响老年人使用此类应用程序的因素。为了确保参与者之间的清晰度和理解,我们为他们提供卡纳达语和英语的主题信息表。在此阶段收集的数据使我们能够深入了解意识水平,使用模式,以及影响老年人使用iADL应用程序的因素。研究结果为GEP的设计奠定了基础。在第2阶段,将使用聚类随机化方法选择乌杜皮地区60至75岁的老年人,卡纳塔克邦,印度,谁是活跃的智能手机用户。这些参与者将分为两组:实验组和对照组。实验组将加入GEP。相1的样品大小为554,相2为50。为了评估这个计划的有效性,我们将使用与第一阶段相同的评估工具来衡量实施前后的结果。
    结果:本研究由印度医学研究委员会资助(Adhoc/193/2022/SBHSR,2022年11月18日)。第一阶段数据收集预计将于2023年11月完成,第二阶段计划于未来几个月开始。第1阶段和第2阶段的调查结果将在主要论文中进行分析和讨论,我们打算提交给高质量的同行评审期刊发表。研究协议,知情同意书,和相关文件获得机构伦理委员会的批准(214/2020)。
    结论:在GEP成功测试后,可以建议福利部门鼓励老年人使用iADL的移动应用程序,并建立培训计划,为老年人使用这些应用程序提供支持。
    背景:临床试验注册-印度CTRI/2020/09/027977;https://ctri。nic.在/临床试验/pmaindet2。php?EncHid=NDUxMzM=&Enc=&userName=027977。
    DERR1-10.2196/53587。
    BACKGROUND: Instrumental activities of daily living (iADLs) are crucial for older adults to live independently. Health care and technological advancements will increase the older adult population and life expectancy globally. Difficulties with iADLs impact older adults\' quality of life. Mobile apps can assist older adults, but many require help due to limited awareness. Lack of awareness is a barrier to app use. Existing literature mainly covers health care and app design, needing more focus on iADL apps for older adults.
    OBJECTIVE: The study objectives encompass 2 main aspects: first, to evaluate the awareness, use, and factors influencing the use of apps among older adults for iADLs; and second, to create and assess the effectiveness of a gerontechnology empowerment program (GEP) for older adults on the awareness and use of apps for iADLs.
    METHODS: This research uses a quantitative approach divided into 2 distinct phases. In phase 1, we conduct a descriptive survey to assess the level of awareness and use of mobile apps for iADLs and identify the factors that influence the use of such apps among older adults. To ensure clarity and comprehension among participants, we provide them with a subject information sheet in both Kannada and English. The data collected during this phase enable us to gain insights into awareness levels, use patterns, and factors that shape older adults\' use of apps for iADLs. The results serve as the foundation for designing the GEP. In phase 2, a cluster randomization method will be used to select older adults aged 60 to 75 years in Udupi district, Karnataka, India, who are active smartphone users. These participants will be divided into 2 groups: the experimental and the control groups. The experimental group will join the GEP. The sample size for phase 1 is 554, and phase 2 is 50. To assess the effectiveness of this program, we will measure the outcomes before and after its implementation using the same assessment tools used in phase 1.
    RESULTS: This study is funded by the Indian Council of Medical Research (Adhoc/193/2022/SBHSR on November 18, 2022). Phase 1 data collection is expected to be completed by November 2023, and phase 2 is scheduled to commence in the upcoming months. Phase 1 and 2 findings will be analyzed and discussed in the main paper, which we intend to submit to a high-quality peer-reviewed journal for publication. The research protocol, informed consent forms, and associated documentation received approval from institutional ethics committees (214/2020).
    CONCLUSIONS: Upon the successful testing of the GEP, it can be recommended that welfare departments encourage older adults to use mobile apps for iADLs and establish training programs to provide support to older adults in using these apps.
    BACKGROUND: Clinical Trials Registry - India CTRI/2020/09/027977; https://ctri.nic.in/Clinicaltrials/pmaindet2.php?EncHid=NDUxMzM=&Enc=&userName=027977.
    UNASSIGNED: DERR1-10.2196/53587.
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  • 文章类型: Journal Article
    背景:有多种决定因素是老年人功能性残疾的关键。然而,关于老年人认知虚弱与残疾之间的关系知之甚少。这项研究的目的是研究认知脆弱及其六个组成部分与社区居住的老年人的日常生活工具活动(IADL)功能之间的关联。
    方法:从中国中部的8个社区中心招募了313名社区居住的老年人(年龄≥65岁)。使用迷你精神状态检查法评估认知状态,并使用Fried标准评估身体虚弱。结果是通过IADL量表评估的功能性残疾。认知脆弱之间的关联,以及它的组成部分,和IADL限制通过进行二元逻辑回归分析确定。
    结果:本研究中认知虚弱的患病率为8.9%。结果表明,认知虚弱(OR=22.86)和无认知障碍的虚弱(OR=8.15)与IADL限制有关。认知脆弱的子维度,疲惫,弱点,低体力活动和认知障碍成分与IADL限制独立相关.
    结论:认知虚弱与更高的残疾患病率相关。应制定改善认知虚弱的干预措施,以预防中国社区老年人的IADL残疾。
    BACKGROUND: There are a variety of determinants that are key to functional disability of older adults. However, little is known regarding the relationship between cognitive frailty and disability among older people. The aims of this study were to examine the associations between cognitive frailty and its six components with instrumental activities of daily living (IADL) functioning in community-dwelling older adults.
    METHODS: A total of 313 community-dwelling older adults (aged ≥ 65 years) were recruited from eight community centers in central China. Cognitive frailty was operationalized using the Mini-Mental State Examination for the evaluation of cognitive status and the Fried criteria for the evaluation of physical frailty. The outcome was functional disability assessed by the IADL scale. The association between cognitive frailty, as well as its components, and IADL limitations was identified by conducting binary logistic regression analysis.
    RESULTS: The prevalence of cognitive frailty was 8.9% in this study. The results showed that cognitive frailty (OR = 22.86) and frailty without cognitive impairment (OR = 8.15) were associated with IADL limitations. Subdimensions of cognitive frailty, exhaustion, weakness, low physical activity and cognitive impairment components were independently associated with IADL limitations.
    CONCLUSIONS: Cognitive frailty was associated with a higher prevalence of disability. Interventions for improving cognitive frailty should be developed to prevent IADL disability among community-dwelling older adults in China.
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  • 文章类型: Journal Article
    背景:评估日常生活活动(ADL)和工具性ADL(iADL)是确定老年人痴呆严重程度和护理需求的关键。然而,这些信息通常仅记录在电子健康记录中的自由文本临床笔记中,并且很难找到。
    目的:本研究旨在开发和验证机器学习模型,以根据临床注释确定ADL和iADL损伤的状态。
    方法:这项横断面研究利用了MassGeneralBrigham研究患者数据存储库的电子健康记录临床记录,并与2007年至2017年的Medicare按服务收费索赔数据相关联,以确定65岁或以上至少有1例痴呆症诊断的个人。在痴呆症诊断的第一个日期之前和之后的180天遇到的注意事项都是随机抽样的。使用由专家策划的关键词过滤的注释句子(过滤的队列)对模型进行训练和验证,并使用未过滤的句子(未过滤的队列)进一步评估。使用接收器工作特征曲线下面积和精确召回曲线下面积(AUPRC)比较模型的性能。
    结果:该研究包括10,000个关键术语过滤的句子,代表441人(n=283,64.2%的女性;平均年龄82.7,SD7.9岁)和1000个未过滤的句子,代表80人(n=56,70%的女性;平均年龄82.8,SD7.5岁)。在两个队列中表现最好的ADL和iADL模型的受试者工作特征曲线下面积较高(>0.97)。对于ADL损伤识别,随机森林模型在筛选队列中取得了最佳AUPRC(0.89,95%CI0.86-0.91);支持向量机模型在未筛选队列中取得了最高AUPRC(0.82,95%CI0.75-0.89).对于iADL损伤,来自变压器的Bio+临床双向编码器表示(BERT)模型的AUPRC最高(已过滤:0.76,95%CI0.68-0.82;未过滤:0.58,95%CI0.001-1.0).与未过滤队列上的关键字搜索方法相比,机器学习将ADL的假阳性率从4.5%降低到0.2%,将iADL的假阳性率从1.8%降低到0.1%。
    结论:在这项研究中,我们展示了机器学习模型基于自由文本临床笔记准确识别ADL和iADL损伤的能力,这可能有助于确定痴呆症的严重程度。
    BACKGROUND: Assessment of activities of daily living (ADLs) and instrumental ADLs (iADLs) is key to determining the severity of dementia and care needs among older adults. However, such information is often only documented in free-text clinical notes within the electronic health record and can be challenging to find.
    OBJECTIVE: This study aims to develop and validate machine learning models to determine the status of ADL and iADL impairments based on clinical notes.
    METHODS: This cross-sectional study leveraged electronic health record clinical notes from Mass General Brigham\'s Research Patient Data Repository linked with Medicare fee-for-service claims data from 2007 to 2017 to identify individuals aged 65 years or older with at least 1 diagnosis of dementia. Notes for encounters both 180 days before and after the first date of dementia diagnosis were randomly sampled. Models were trained and validated using note sentences filtered by expert-curated keywords (filtered cohort) and further evaluated using unfiltered sentences (unfiltered cohort). The model\'s performance was compared using area under the receiver operating characteristic curve and area under the precision-recall curve (AUPRC).
    RESULTS: The study included 10,000 key-term-filtered sentences representing 441 people (n=283, 64.2% women; mean age 82.7, SD 7.9 years) and 1000 unfiltered sentences representing 80 people (n=56, 70% women; mean age 82.8, SD 7.5 years). Area under the receiver operating characteristic curve was high for the best-performing ADL and iADL models on both cohorts (>0.97). For ADL impairment identification, the random forest model achieved the best AUPRC (0.89, 95% CI 0.86-0.91) on the filtered cohort; the support vector machine model achieved the highest AUPRC (0.82, 95% CI 0.75-0.89) for the unfiltered cohort. For iADL impairment, the Bio+Clinical bidirectional encoder representations from transformers (BERT) model had the highest AUPRC (filtered: 0.76, 95% CI 0.68-0.82; unfiltered: 0.58, 95% CI 0.001-1.0). Compared with a keyword-search approach on the unfiltered cohort, machine learning reduced false-positive rates from 4.5% to 0.2% for ADL and 1.8% to 0.1% for iADL.
    CONCLUSIONS: In this study, we demonstrated the ability of machine learning models to accurately identify ADL and iADL impairment based on free-text clinical notes, which could be useful in determining the severity of dementia.
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  • 文章类型: Journal Article
    目的:在具有较好社交网络的老年2型糖尿病患者中,探讨与糖尿病相关的合并症与高级功能状态之间的关系,以及与糖尿病相关的合并症与高级功能状态之间的关系。
    方法:受试者为年龄≥65岁的2型糖尿病门诊患者,不包括患有严重心血管或呼吸系统疾病的人,高血糖危机,1型糖尿病,或者糖尿病足.东京都老年学能力指数研究所(TMIG-IC)用于评估更高级别的功能状态。TMIG-IC评分≤9,日常生活工具活动(IADL)≤4,智力活动或社会角色≤3被定义为高级功能状态的下降。调查的合并症包括周围神经病变,视网膜病变,肾病,认知障碍,抑郁症,脆弱,少肌症,肌肉力量低,中风,心脏病,和关节炎。
    结果:分析包括198名患者(平均年龄75.9±5.7岁,男性60.1%)。在调整了潜在的混杂因素后,抑郁症与TMIG-IC(患病率比(PR)2.34,95%置信区间(CI)1.44-3.82)相关,低肌力与IADL相关(PR2.85,95%CI1.30-6.27),和虚弱与智力活动相关(PR1.38,95%CI1.10-1.74)。在添加社交网络作为混淆者的模型中,抑郁或低肌力与高级功能状态之间的关系无统计学意义.
    结论:老年2型糖尿病患者的抑郁和低肌力合并症增加了高级功能状态功能障碍的风险。增加与家人的互动,朋友和邻居可能会减少这个事件。
    OBJECTIVE: To investigate the association between comorbidities associated with diabetes and higher-level functional status as well as the relationship between comorbidities associated with diabetes and higher-level functional status in older patients with type 2 diabetes mellitus who have better social networks.
    METHODS: Participants were outpatients with type 2 diabetes aged ≥ 65 years, excluding individuals with severe cardiovascular or respiratory illness, hyperglycaemic crisis, type 1 diabetes, or diabetic foot. The Tokyo Metropolitan Institute of Gerontology Index of Competence (TMIG-IC) was used to evaluate the higher-level functional status. A TMIG-IC score of ≤ 9, instrumental activities of daily living (IADL) ≤ 4, intellectual activity or social role ≤ 3 were defined as decline in higher-level functional status. The comorbidities investigated included peripheral neuropathy, retinopathy, nephropathy, cognitive impairment, depression, frailty, sarcopenia, low muscle strength, stroke, heart disease, and arthritis.
    RESULTS: The analysis included 198 patients (mean age 75.9 ± 5.7 years, male 60.1%). After adjusting for potential confounders, depression was associated with TMIG-IC (Prevalence ratio (PR) 2.34, 95% confidence interval (CI) 1.44-3.82), low muscle strength was associated with IADL (PR 2.85, 95% CI 1.30-6.27), and frailty was associated with intellectual activity (PR 1.38, 95% CI 1.10-1.74). In the model with social networks added as a confounder, the relationship between depression or low muscle strength and higher-level functional status was not statistically significant.
    CONCLUSIONS: Comorbidities of depression and low muscle strength for older patients with type 2 diabetes mellitus increase the risk of malfunctioning of higher-level functional status. Increased interactions with family, friends and neighbours may reduce this event.
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