processing speed

处理速度
  • 文章类型: Journal Article
    自认知科学诞生以来,研究人员使用反应时间和准确性来衡量认知能力。尽管对这两个指标的认识通常是基于经验观察,潜在的共识是,大多数认知行为可能沿着两个基本维度:认知处理速度(CPS)和认知处理准确性(CPA)。在这项研究中,我们使用来自14个认知特征的全基因组关联研究(GWAS)数据来显示这两个因素的存在,并揭示了它们背后的特定神经生物学基础.我们发现CPS和CPA具有不同的脑表型(例如白质微结构),神经生物学基础(例如突触后膜),和发育期(即婴儿期晚期)。此外,这两个因素与其他健康相关特征如屏幕暴露和睡眠状态表现出不同的关联,与严重抑郁症和精神分裂症等精神疾病有显著的因果关系。利用来自青少年脑认知发育(ABCD)研究的独立队列,我们还发现了这两个因素对青少年认知发展的不同贡献.这些发现揭示了各种认知能力背后的两个基本因素,阐明CPS和CPA独特的脑结构指纹和遗传结构,并暗示了认知能力之间复杂的相互关系,生活方式,和心理健康。
    Since the birth of cognitive science, researchers have used reaction time and accuracy to measure cognitive ability. Although recognition of these two measures is often based on empirical observations, the underlying consensus is that most cognitive behaviors may be along two fundamental dimensions: cognitive processing speed (CPS) and cognitive processing accuracy (CPA). In this study, we used genomic-wide association studies (GWAS) data from 14 cognitive traits to show the presence of those two factors and revealed the specific neurobiological basis underlying them. We identified that CPS and CPA had distinct brain phenotypes (e.g. white matter microstructure), neurobiological bases (e.g. postsynaptic membrane), and developmental periods (i.e. late infancy). Moreover, those two factors showed differential associations with other health-related traits such as screen exposure and sleep status, and a significant causal relationship with psychiatric disorders such as major depressive disorder and schizophrenia. Utilizing an independent cohort from the Adolescent Brain Cognitive Development (ABCD) study, we also uncovered the distinct contributions of those two factors on the cognitive development of young adolescents. These findings reveal two fundamental factors underlying various cognitive abilities, elucidate the distinct brain structural fingerprint and genetic architecture of CPS and CPA, and hint at the complex interrelationship between cognitive ability, lifestyle, and mental health.
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  • 文章类型: Journal Article
    目的:胶质母细胞瘤(GBMs)患者尽管有多种治疗方法,但预后较差;因此,要注意保持生存质量。神经认知障碍可影响GBM患者的生活质量。大多数关于QOL和神经认知功能的研究已经证明了QOL和自我报告的神经认知能力下降之间的关系。尽管该方法不能准确反映受损的功能域。因此,本研究旨在通过对神经认知功能的客观评估,阐明影响GBMs患者生活质量的神经认知功能.
    方法:对40例初诊GBM患者的数据进行分析。所有患者都完成了生活质量和各种神经和神经认知功能的评估,包括一般认知功能。处理速度,注意,记忆,情感识别,社会认知,视觉空间认知,口语流利,语言,运动功能,感觉,和视野在术后6个月。使用36项简表调查(SF-36)评估生活质量。在SF-36中,物理,心理,以及角色和社会成分摘要(PCS,MCS,RCS,分别)计算分数。使用多元逻辑回归分析和卡方检验来评估SF-36评分与神经认知功能之间的关联。
    结果:MCS得到维护,而GBMs患者的PCS和RCS评分显著低于健康对照组(分别为p=0.0040和p<0.0001)。在几种神经认知功能中,运动功能和加工速度与PCS和RCS评分显著相关,分别(p=0.0048和p=0.030,分别)。与RCS或PCS评分较低的患者相比,保持RCS或PCS评分的患者保持运动功能或处理速度的可能性更高(p=0.0026)。
    结论:运动功能和处理速度可能是GBM患者生活质量的预测因子。
    OBJECTIVE: Patients with glioblastomas (GBMs) have poor prognosis despite various treatments; therefore, attention should be paid to maintaining the quality of survival. Neurocognitive deficits can affect the quality of life (QOL) in patients with GBM. Most studies concerning QOL and neurocognitive functions have demonstrated a relationship between QOL and self-reported neurocognitive decline, although this method does not accurately reflect damaged functional domains. Therefore, this study aimed to clarify the neurocognitive functions that influence the QOL in patients with GBMs using an objective assessment of neurocognitive functions.
    METHODS: Data from 40 patients newly diagnosed with GBMs were analyzed. All patients completed the assessment of QOL and various neurological and neurocognitive functions including general cognitive function, processing speed, attention, memory, emotion recognition, social cognition, visuospatial cognition, verbal fluency, language, motor function, sensation, and visual field at 6 months postoperatively. QOL was assessed using the 36-Item Short Form Survey (SF-36). In the SF-36, the physical, mental, and role and social component summary (PCS, MCS, and RCS, respectively) scores were calculated. Multiple logistic regression analyses and chi-square tests were used to evaluate the association between SF-36 scores and neurocognitive functions.
    RESULTS: The MCS was maintained, while the PCS and RCS scores were significantly lower in patients with GBMs than in healthy controls (p = 0.0040 and p < 0.0001, respectively). Among several neurocognitive functions, motor function and processing speed were significantly correlated with PCS and RCS scores, respectively (p = 0.0048 and p = 0.030, respectively). Patients who maintained their RCS or PCS scores had a higher probability of preserving motor function or processing speed than those with low RCS or PCS scores (p = 0.0026).
    CONCLUSIONS: Motor function and processing speed may be predictors of QOL in patients with GBMs.
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  • 文章类型: Journal Article
    核心结构,如工作记忆,任务切换,认知心理学研究中的处理速度对K12学生的学业成绩有显著的预测作用。具体来说,大量的实证工作表明,这种能力的可变性与众多学术成果的差异有关。此外,人们越来越认识和接受认知能力的延展性。因此,一项新兴的研究集中在使用计算机化的认知训练来提高认知技能。该项目解决了在社区走读学校就读的高风险学生的问题。在每个学校站点实施的学校认知训练计划(每天30分钟)改善了工作记忆,任务切换,以及总共六个小时参与后的处理速度。当前的结果为曾经被认为是静态技能的可变性提供了证据。同样重要的是,这项研究强调了计算机化认知训练的有效性,并将基于干预的工作严格地扩展到了一个很少受到关注的学生群体.讨论了这项工作对认知研究和教育支持计划的意义。
    Core constructs such as working memory, task switching, and processing speed in cognitive psychology research have prominent predictive roles in K12 students\' academic performance. Specifically, considerable empirical work shows that variability in such capabilities is linked to differences in numerous academic outcomes. Moreover, there is an increasing awareness and acceptance of the malleability of cognitive abilities. Thus, an emerging strand of research focuses on the use of computerized cognitive training to improve cognitive skills. This project addresses this issue with high-risk students attending community day schools. An in-school cognitive training program implemented (for 30 min per day) at each school site resulted in improvements for working memory, task switching, and processing speed after six total hours of participation. The current results provide evidence for the changeability of what were once thought to be static skills. Equally important, this study highlights the effectiveness of computerized cognitive training and critically extends intervention-based work to a student group that has received little attention. Implications of this work for cognitive research and educational support programs are discussed.
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  • 文章类型: Journal Article
    小脑传统上与协调运动的控制有关,但是大量的证据表明小脑也支持认知过程。与此一致,右外侧小脑后外侧区域在一系列阅读和阅读相关任务中参与,但是小脑在阅读任务中的具体作用尚不清楚。基于小脑对运动自动化的贡献,有人假设小脑特别参与快速,流利的阅读。我们的目的是确定右后外侧小脑是否是阅读流畅性的特定调节剂,或者小脑调节是否更广泛,也会影响阅读准确性,快速自动化命名,和一般的处理速度。要做到这一点,我们检查了针对右后外侧小脑(小叶VI/VII)的经颅直流电刺激(tDCS)对单字阅读流畅性的影响,读数精度,快速自动化命名,和处理速度。具有典型阅读发育的年轻人(n=25;出生时分配了15名女性,10个出生时分配的男性性别,18-28岁[M=19.92±2.04岁])在2mA阳极(兴奋性)20分钟后完成阅读和认知测量,阴极(抑制性),或在受试者内部设计中假tDCS。线性混合效应模型表明,阴极tDCS降低了单字阅读流畅性得分(d=-0.36,p<0.05),但对单字阅读准确性没有显着影响。快速自动化命名,或一般处理速度的措施。我们的结果表明,右后外侧小脑参与阅读流畅性,与小脑在快速中的更广泛作用一致,流利的认知。
    The cerebellum is traditionally associated with the control of coordinated movement, but ample evidence suggests that the cerebellum also supports cognitive processing. Consistent with this, right-lateralized posterolateral cerebellar regions are engaged during a range of reading and reading-related tasks, but the specific role of the cerebellum during reading tasks is not clear. Based on the cerebellar contribution to automatizing movement, it has been hypothesized that the cerebellum is specifically involved in rapid, fluent reading. We aimed to determine whether the right posterolateral cerebellum is a specific modulator of reading fluency or whether cerebellar modulation is broader, also impacting reading accuracy, rapid automatized naming, and general processing speed. To do this, we examined the effect of transcranial direct current stimulation (tDCS) targeting the right posterolateral cerebellum (lobules VI/VII) on single-word reading fluency, reading accuracy, rapid automatized naming, and processing speed. Young adults with typical reading development (n = 25; 15 female sex assigned at birth, 10 male sex assigned at birth, aged 18-28 years [M = 19.92 ± 2.04 years]) completed the reading and cognitive measures after 20 min of 2 mA anodal (excitatory), cathodal (inhibitory), or sham tDCS in a within-subjects design. Linear mixed effects models indicated that cathodal tDCS decreased single-word reading fluency scores (d = -0.36, p < 0.05) but did not significantly affect single-word reading accuracy, rapid automatized naming, or general processing speed measures. Our results suggest that the right posterolateral cerebellum is involved in reading fluency, consistent with a broader role of the cerebellum in fast, fluent cognition.
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  • 文章类型: Journal Article
    背景:与健康对照组相比,患有双相情感障碍(BD)的人倾向于表现出广泛的认知障碍。处理速度(PS)减值,注意力和执行功能(EF)可能代表“核心”损害,在更广泛的认知功能障碍中起作用。认知障碍似乎与BD的结构性脑异常有关,但是核心缺陷是否与特定的大脑区域相关尚不清楚,许多关于大脑-认知关联的研究受到单变量分析和小样本的限制.
    方法:EuthymicBD患者(n=56)和匹配的健康对照(n=26)接受T1加权MRI扫描并完成PS的神经心理学测试,注意和EF。我们利用公共数据集来开发皮质厚度的规范模型(n=5977),以生成患者皮质异常的可靠估计。典型相关分析用于评估BD的多变量脑认知关联,控制年龄,性和病前智商。
    结果:BD在PS测试中显示受损,注意和EF,与健康对照相比,几个大脑区域的皮质厚度异常。PS和EF测试中的损伤与左颞下皮质厚度密切相关,右内嗅和右颞极区。
    结论:PS减值,注意和EF可以在正常的BD中观察到,并且可能与颞区皮质厚度异常有关。未来的研究应继续利用规范建模和多变量方法来检查BD中复杂的大脑认知关联。未来的研究可能会受益于探索传统大脑结构形态学指标之间的协方差,如皮质厚度,皮质体积和表面积。
    BACKGROUND: People with bipolar disorder (BD) tend to show widespread cognitive impairment compared to healthy controls. Impairments in processing speed (PS), attention and executive function (EF) may represent \'core\' impairments that have a role in wider cognitive dysfunction. Cognitive impairments appear to relate to structural brain abnormalities in BD, but whether core deficits are related to particular brain regions is unclear and much of the research on brain-cognition associations is limited by univariate analysis and small samples.
    METHODS: Euthymic BD patients (n = 56) and matched healthy controls (n = 26) underwent T1-weighted MRI scans and completed neuropsychological tests of PS, attention and EF. We utilised public datasets to develop normative models of cortical thickness (n = 5977) to generate robust estimations of cortical abnormalities in patients. Canonical correlation analysis was used to assess multivariate brain-cognition associations in BD, controlling for age, sex and premorbid IQ.
    RESULTS: BD showed impairments on tests of PS, attention and EF, and abnormal cortical thickness in several brain regions compared to healthy controls. Impairments in tests of PS and EF were most strongly associated with cortical thickness in the left inferior temporal, right entorhinal and right temporal pole areas.
    CONCLUSIONS: Impairments in PS, attention and EF can be observed in euthymic BD and may be related to abnormal cortical thickness in temporal regions. Future research should continue to leverage normative modelling and multivariate methods to examine complex brain-cognition associations in BD. Future research may benefit from exploring covariance between traditional brain structural morphological metrics such as cortical thickness, cortical volume and surface area.
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  • 文章类型: Journal Article
    背景:肠-脑轴是通过神经元连接胃肠道和中枢神经系统的双向通信网络,荷尔蒙,和抗体信号通路。这种联系的核心是肠道健康,包括肠道微生物群的平衡和功能,这对精神和认知健康有重大影响。这项研究调查了成年人肠道健康与认知功能之间的关系,强调肠道微生物群影响大脑健康的机制。
    目的:为了研究肠道健康对成人认知能力的影响,重点关注肠道微生物群影响大脑健康的过程。
    方法:于2024年1月至2024年4月在伊斯兰堡进行了一项定量横断面研究,涉及140名成年参与者。使用全面的16项肠道健康问卷和认知自评估评定量表(C-SARS)收集数据。评估了这些量表的心理测量特性,并使用统计产品和服务解决方案(SPSS,v26;IBMSPSSStatisticsforWindows,Armonk,NY).分析和描述性统计,包括回归,卡方,独立样本t检验,以及平均值和标准偏差,被应用了。
    结果:研究发现,肠道健康与认知能力之间存在中度关联,特别是在记忆和处理速度方面(对于一般认知,R²=0.17,β=-1.9,p=0.12;对于记忆,R²=0.01,β=-0.98,p=0.02;对于处理速度,R²=0.03,β=-0.18,p=0.03)。性别和婚姻状况差异显著,男性的肠道健康评分优于女性(M=34.1,SD=3.2与M=31.2,SD=3.2,p=0.00),与已婚人士相比,单身人士表现出更好的认知表现(M=9.4,SD=5.4与M=6.5,SD=3.7,p=0.03)。
    结论:该研究强调了肠道健康和认知功能之间的显著关联,这表明肠道菌群组成可以影响认知表现。性别和婚姻状况差异强调了在肠-脑轴研究中需要考虑个体差异。未来的研究应该在更大的样本中复制这些发现,并探索针对肠道微生物群的干预措施以增强认知健康。
    BACKGROUND: The gut-brain axis is a bidirectional communication network linking the gastrointestinal tract and the central nervous system via neuronal, hormonal, and antibody signaling pathways. Central to this connection is gut health, encompassing the balance and functionality of gut microbiota, which significantly impacts on mental and cognitive health. This study investigates the association between gut health and cognitive functioning in adults, highlighting the mechanisms by which gut microbiota influence brain health.
    OBJECTIVE: To examine the effects of gut health on adult cognitive performance, with a focus on the processes by which gut microbiota impacts brain health.
    METHODS: A quantitative cross-sectional study was conducted in Islamabad from January 2024 to April 2024, involving 140 adult participants. Data were collected using a comprehensive 16-item gut health questionnaire and the cognition self-assessment rating scale (C-SARS). The psychometric properties of these scales were assessed, and the data were analyzed using Statistical Product and Service Solutions (SPSS, v26; IBM SPSS Statistics for Windows, Armonk, NY). Analytical and descriptive statistics, including regression, chi-square, independent sample t-tests, and mean and standard deviation, were applied.
    RESULTS: The study found moderate associations between gut health and cognitive performance, particularly in memory and processing speed (R² = 0.17, β = -1.9, p = 0.12 for general cognition; R² = 0.01, β = -0.98, p = 0.02 for memory; R² = 0.03, β = -0.18, p = 0.03 for processing speed). Gender and marital status differences were significant, with males exhibiting better gut health scores than females (M = 34.1, SD = 3.2 vs. M = 31.2, SD = 3.2, p = 0.00), and singles showing better cognitive performance compared to married individuals (M = 9.4, SD = 5.4 vs. M = 6.5, SD = 3.7, p = 0.03).
    CONCLUSIONS: The study highlights significant associations between gut health and cognitive functions, suggesting that gut microbiota composition can influence cognitive performance. Gender and marital status differences underscore the need to consider individual differences in gut-brain axis research. Future studies should replicate these findings in larger samples and explore gut microbiota-targeted interventions for cognitive health enhancement.
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  • 文章类型: Journal Article
    在紧急情况下,确保标准化的心肺复苏(CPR)行动至关重要.然而,当前的自动体外除颤器(AED)缺乏确定CPR动作是否正确执行的方法,导致CPR质量不一致。为了解决这个问题,我们介绍了一种新的方法,称为基于深度学习的CPR动作标准化(DLCAS).该方法包括三个部分。首先,它使用OpenPose检测正确的姿势来识别骨骼点。第二,它使用我们的CPR检测算法识别标记腕带,并测量按压深度,计数,和频率使用深度算法。最后,我们优化了边缘设备的算法以提高实时处理速度。在我们的自定义数据集上的大量实验表明,CPR-Detection算法实现了97.04%的mAP0.5,在完整的CPR操作程序中,将参数降至0.20M,将FLOP降至132.15K。深度测量解决方案可实现90%的精度,误差幅度小于1厘米,而计数和频率测量达到98%的精度,误差幅度小于两个计数。我们的方法满足医疗场景中的实时要求,边缘设备的处理速度从8fps提高到25fps。
    In emergency situations, ensuring standardized cardiopulmonary resuscitation (CPR) actions is crucial. However, current automated external defibrillators (AEDs) lack methods to determine whether CPR actions are performed correctly, leading to inconsistent CPR quality. To address this issue, we introduce a novel method called deep-learning-based CPR action standardization (DLCAS). This method involves three parts. First, it detects correct posture using OpenPose to recognize skeletal points. Second, it identifies a marker wristband with our CPR-Detection algorithm and measures compression depth, count, and frequency using a depth algorithm. Finally, we optimize the algorithm for edge devices to enhance real-time processing speed. Extensive experiments on our custom dataset have shown that the CPR-Detection algorithm achieves a mAP0.5 of 97.04%, while reducing parameters to 0.20 M and FLOPs to 132.15 K. In a complete CPR operation procedure, the depth measurement solution achieves an accuracy of 90% with a margin of error less than 1 cm, while the count and frequency measurements achieve 98% accuracy with a margin of error less than two counts. Our method meets the real-time requirements in medical scenarios, and the processing speed on edge devices has increased from 8 fps to 25 fps.
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  • 文章类型: Journal Article
    对于表现出异质性神经认知缺陷的注意力缺陷/多动障碍(ADHD)幼儿,必须进行早期干预。该研究调查了表现出快速认知处理速度的ADHD幼儿大脑活动的功能连通性和复杂性(ADHD-F,n=26),ADHD表现出缓慢的认知处理速度(ADHD-S,n=17),并且通常在休息和任务条件下使用无线脑电图(EEG)发育中的儿童(n=35)。休息时,与典型的发展群体相比,ADHD-F组显示较低的远程半球内连通性,而ADHD-S组的额β半球间连通性较低。在任务执行期间,ADHD-S组的额β半球间连通性低于典型发展组.与ADHD-F组相比,ADHD-S组的额半球间连通性较低,表明多动症在心理处理速度上的异质性。关于复杂性,在任务条件下,ADHD-S组的额叶熵估计量往往低于典型发展组.这些发现表明,脑连通性和复杂性的脑电图可以帮助ADHD的早期临床诊断,支持基于认知加工速度异质性对儿童多动症进行分组,并且可能包含用于早期干预计划的特定新型神经生物标志物。
    Early intervention is imperative for young children with attention-deficit/hyperactivity disorder (ADHD) who manifest heterogeneous neurocognitive deficits. The study investigated the functional connectivity and complexity of brain activity among young children with ADHD exhibiting a fast cognitive processing speed (ADHD-F, n = 26), with ADHD exhibiting a slow cognitive processing speed (ADHD-S, n = 17), and typically developing children (n = 35) using wireless electroencephalography (EEG) during rest and task conditions. During rest, compared with the typically developing group, the ADHD-F group displayed lower long-range intra-hemispheric connectivity, while the ADHD-S group had lower frontal beta inter-hemispheric connectivity. During task performance, the ADHD-S group displayed lower frontal beta inter-hemispheric connectivity than the typically developing group. The ADHD-S group had lower frontal inter-hemispheric connectivity in broader frequency bands than the ADHD-F group, indicating ADHD heterogeneity in mental processing speed. Regarding complexity, the ADHD-S group tended to show lower frontal entropy estimators than the typically developing group during the task condition. These findings suggest that the EEG profile of brain connectivity and complexity can aid the early clinical diagnosis of ADHD, support subgrouping young children with ADHD based on cognitive processing speed heterogeneity, and may contain specific novel neural biomarkers for early intervention planning.
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  • 文章类型: Journal Article
    与低地球轨道任务相比,计划中的月球和火星任务将给宇航员带来更大的健康挑战。在深空任务中,宇航员将不断受到空间辐射(SR)。多项啮齿动物研究表明,<25cGy的SR会损害执行功能的表现,在高级认知过程中起着关键作用,而且还调节反应抑制和冲动控制。SR暴露可能会加剧与暴露于孤立和封闭(ICE)敌对环境有关的心理压力引起的异常行为,或独立地诱发其他异常行为。这项研究已经确定,暴露于250MeV/nHe的10cGy的雌性Wistar大鼠具有增加的风险承担倾向(RTP),选择风险较高的选项的比率显着(P<0.05)高于假同窝动物。KDE分析显示,与Sham相比,暴露于He的大鼠可能被归类为风险倾向(>50%的风险选择)约1.7倍。在试验期间,He暴露大鼠的RTP增加与反应时间显着增加有关,表明SR引起的处理速度损失。在丢失后立即进行的试验中,He暴露大鼠的响应时间甚至进一步减少,提高了SR暴露后冲突和干扰避免可能受到损害的可能性。这些发现是否发生在其他类型的SR暴露之后,和/或在雄性大鼠中仍有待确定。
    The planned missions to the Moon and Mars will present more significant health challenges to astronauts compared to low earth orbit missions. During deep space missions, astronauts will be constantly exposed to Space radiation (SR). Multiple rodent studies suggest that < 25 cGy of SR impairs performance in executive functions, which play a key role in advanced cognitive processes, but also regulate response inhibition and impulse control. There is the possibility that SR exposure may exacerbate aberrant behaviors evoked by psychological stress related to exposure to isolated and confined (ICE) hostile environment or independently induce additional aberrant behaviors. This study has determined that female Wistar rats exposed to 10 cGy of 250 MeV/n He had an increased risk taking propensity (RTP)\\compared to shams. The increased RTP of the He-exposed rats was associated with significantly increased reaction times during the trials, suggesting a SR-induced loss of processing speed. The response times of the He-exposed rats were even further reduced in trials that immediately followed a loss, raising the possibility that conflict and interference avoidance may be impaired after SR exposure. Whether these findings occur following other types of SR exposure, and/or in male rats remains to be determined.
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  • 文章类型: Journal Article
    目标:尽管在研究孤独感和神经认知健康的个体差异方面做了大量努力,人们对孤独状态的人内变化与认知表现的关系知之甚少。这项研究通过研究状态孤独感的人内变化与日常生活中客观评估的认知表现之间的关联来解决这一差距。
    方法:参与者是313名居住在社区的老年人(70-90岁),他们报告了短暂的孤独感,并连续14天每天五次完成基于智能手机的认知测试。移动认知测试评估视觉联想记忆,处理速度,和空间记忆。
    结果:在白天,平均状态孤独感水平与同一天和随后一天的认知表现呈负相关。与日水平分析一致,在并发评估中,对孤独感增加的瞬时评估始终与认知表现较差相关.然而,以认知表现较低为特征的时刻预测3-4小时后(下一次)更高水平的孤独感,但反之亦然。
    结论:研究结果表明,孤独感与认知表现之间存在前瞻性关联,较高的每日孤独感与同一天的认知表现呈负相关,并预测第二天的表现较差。值得注意的是,在一天之内,在给定时刻较低的认知表现预示着当天晚些时候的孤独感升高。这凸显了一个复杂的,互惠关系-根据时间尺度的认知表现来预测和预测孤独感。
    OBJECTIVE: Despite extensive efforts to study individual differences in loneliness and neurocognitive health, little is known about how within-person changes in state loneliness relate to cognitive performance. This study addressed this gap by examining the association between within-person variation in state loneliness and cognitive performance assessed objectively in daily life.
    METHODS: Participants were 313 community-dwelling older adults (70-90 years) who reported momentary feelings of loneliness and completed smartphone-based cognitive tests five times daily for 14 consecutive days. Mobile cognitive tests assessed visual associative memory, processing speed, and spatial memory.
    RESULTS: At the day level, average state loneliness levels were negatively related to cognitive performance on the same day and subsequent day. Consistent with the day-level analysis, momentary assessments of increased loneliness were consistently linked to worse cognitive performance on concurrent assessments. However, moments characterized by lower cognitive performance predicted higher levels of loneliness 3-4 hours later (next occasion), but not vice versa.
    CONCLUSIONS: Findings suggest a prospective association between loneliness and cognitive performance, with higher daily loneliness negatively associated with cognitive performance on the same day and predicting worse performance the following day. Notably, within a single day, lower cognitive performance at a given moment predicted elevated loneliness later in the day. This highlights a complex, reciprocal relationship - loneliness predicting and being predicted by cognitive performance depending on timescale.
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