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Adult lifespan normative data (18-92 years) for executive function tests; the Stroop colour word test, COWAT and Hayling sentence completion test. 执行功能测试的成人寿命标准数据(18-92岁);Stroop颜色单词测试、COWAT和Hayling句子完成测试。
IF 1.8 4区 心理学 Q2 PSYCHOLOGY Pub Date : 2026-03-01 Epub Date: 2025-06-26 DOI: 10.1111/jnp.70001
Patrick Murphy, Emily Webster, Lisa Cipolotti

The neuropsychological assessment of executive functions is an important part of the diagnostic process for many neurological diseases and for predicting the ability of neurological patients to function independently. Unfortunately, for the majority of commonly used executive function tests there is a paucity of updated normative data, particularly for older adults. This complicates the process of a clinically meaningful assessment. To help address this, we provide normative data for three well-validated tests of executive functions, the Stroop Colour/Word Test, the Controlled Oral Word Association Test and the Hayling Sentence Completion Test, alongside scores from an estimate of general intellectual ability. These tests are sensitive to frontal lobe damage and provide clinicians with information about possible focal damage to the left and right frontal lobes. Percentiles are presented for five age cohorts across the adult lifespan (18-92 years). A regression equation with age and predicted full-scale IQ also allows for the categorisation of normal and defective performance on the Stroop and Hayling tests. Given the increasing proportion of older adults requiring neuropsychological assessment, we investigated separately two groups in the older adult range: 65-79 years and 80-92 years. We found a decline in performance for older adults on all three tests. This decline was more marked amongst lower scoring older adults. We did not find a significant relationship between sex and performance on any of the three tests. The findings are discussed in the light of the cognitive reserve theory of ageing.

执行功能的神经心理学评估是许多神经系统疾病诊断过程的重要组成部分,也是预测神经系统患者独立运作能力的重要组成部分。不幸的是,对于大多数常用的执行功能测试,缺乏更新的规范数据,特别是对于老年人。这使临床有意义的评估过程变得复杂。为了帮助解决这个问题,我们提供了三个经过验证的执行功能测试的规范数据,即Stroop颜色/单词测试,受控口头单词联想测试和Hayling句子完成测试,以及一般智力能力的估计分数。这些测试对额叶损伤很敏感,为临床医生提供了左右额叶可能局灶性损伤的信息。百分位数呈现在成人寿命(18-92岁)的5个年龄组。年龄和预测的全面智商的回归方程也允许在Stroop和Hayling测试中对正常和有缺陷的表现进行分类。鉴于需要神经心理学评估的老年人比例的增加,我们在老年人范围内分别调查了两组:65-79岁和80-92岁。我们发现老年人在所有三项测试中的表现都有所下降。这种下降在得分较低的老年人中更为明显。在这三个测试中,我们没有发现性别和表现之间有显著的关系。根据衰老的认知储备理论对研究结果进行了讨论。
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引用次数: 0
Frontal Assessment Battery: Reliability, validity and discriminative ability in a Spanish sample of amnestic mild cognitive impairment and Alzheimer's disease. 正面评估组:西班牙健忘轻度认知障碍和阿尔茨海默病样本的信度、效度和判别能力。
IF 1.8 4区 心理学 Q2 PSYCHOLOGY Pub Date : 2026-03-01 Epub Date: 2025-09-18 DOI: 10.1111/jnp.70011
Luis Heredia, María Marco, Nerea Carrión, Margarita Torrente

Dementia constitutes one of the most widespread neurological disorders, representing an important health concern due to its increasing prevalence. Among the various types of dementia, Alzheimer's disease (AD) is the most common in the elderly, characterized by episodic memory impairment and also a decline in executive functions. Mild cognitive impairment (MCI) is considered a transitional stage between normal ageing and dementia, often described as a pre-dementia state. Distinguishing between these states is of paramount importance for the detection and appropriate care of patients. Functional Assessment Battery (FAB) is a screening tool for assessing executive function. In this study, 36 healthy individuals (HC), 31 single-domain amnestic mild cognitive impairment (aMCI) patients, and 29 Alzheimer's disease (AD) patients were assessed using FAB to determine its reliability, validity, and discriminative validity in a Spanish sample. Results indicated a good internal consistency of FAB in the AD sample (α = .71), but not in the aMCI group (α = .49). Significant differences between HC and both aMCI and AD groups were observed in the total scores of FAB. The FAB also showed good accuracy in distinguishing between HC and patients (AUC = 0.85), with an estimated optimal cut-off point of 16.5. However, its ability to distinguish between aMCI and AD individuals was lower (AUC = 0.68). More studies are necessary to corroborate our results using larger samples.

痴呆症是最普遍的神经系统疾病之一,由于其发病率不断上升,是一个重要的健康问题。在各种类型的痴呆症中,阿尔茨海默病(AD)在老年人中最常见,其特征是情景记忆障碍和执行功能下降。轻度认知障碍(MCI)被认为是正常衰老和痴呆之间的过渡阶段,通常被描述为痴呆前期状态。区分这些状态对于患者的发现和适当护理至关重要。功能评估组(FAB)是一种评估执行功能的筛选工具。在这项研究中,36名健康个体(HC)、31名单域遗忘性轻度认知障碍(aMCI)患者和29名阿尔茨海默病(AD)患者在西班牙样本中使用FAB来评估其信度、效度和判别效度。结果表明,AD样品中FAB具有良好的内部一致性(α =。71), aMCI组无明显差异(α = 0.49)。在FAB总分上,HC组与aMCI组、AD组比较差异有统计学意义。FAB在区分HC和患者方面也显示出良好的准确性(AUC = 0.85),估计最佳分界点为16.5。然而,其区分aMCI和AD个体的能力较低(AUC = 0.68)。需要更多的研究来证实我们使用更大样本的结果。
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引用次数: 0
Immersive virtual reality assessments of working memory and psychomotor skills: A comparison between immersive and non-immersive assessments. 工作记忆和精神运动技能的沉浸式虚拟现实评估:沉浸式和非沉浸式评估的比较。
IF 1.8 4区 心理学 Q2 PSYCHOLOGY Pub Date : 2026-03-01 Epub Date: 2025-10-07 DOI: 10.1111/jnp.70014
Panagiotis Kourtesis, Andrea Lizarraga, Sarah E MacPherson

Objective: Immersive virtual reality (VR) enhances ecological validity and facilitates intuitive and ergonomic hand interactions for performing neuropsychological assessments. However, its comparability to traditional computerized methods remains unclear. This study investigates the convergent validity, user experience and usability of VR-based versus PC-based assessments of short-term and working memory, as well as psychomotor skills, while also examining how demographic and IT-related skills influence performance in both modalities.

Methods: Sixty-six participants performed the Digit Span Task (DST), Corsi Block Task (CBT) and Deary-Liewald Reaction Time Task (DLRTT) in both VR- and PC-based formats. Participants' experience in using computers and smartphones, and playing videogames, was considered. User experience and system usability of the formats were also evaluated.

Results: While performance on DST was similar across modalities, PC assessments enabled better performance on CBT and faster reaction times in DLRTT. Significant correlations between VR and PC versions supported convergent validity. Regression analyses revealed that performance on PC versions was influenced by computing and gaming experience, whereas performance on VR versions was largely independent of these factors, except for gaming experience predicting performance on CBT backward recall. Moreover, VR assessments received higher ratings for user experience and usability than PC-based assessments.

Conclusion: Immersive VR assessments provide an engaging alternative to traditional computerized methods, with minimal reliance on prior IT experience and demographic factors. This resilience to individual differences suggests that VR may offer a more equitable and accessible platform for automated cognitive assessment. Future research should explore the long-term reliability of VR-based assessments.

目的:沉浸式虚拟现实(VR)增强生态效度,促进直观和符合人体工程学的手部交互,用于进行神经心理学评估。然而,其与传统计算机方法的可比性尚不清楚。本研究调查了基于vr和基于pc的短期记忆和工作记忆以及精神运动技能评估的收敛效度、用户体验和可用性,同时也研究了人口统计学和it相关技能如何影响这两种模式的表现。方法:66名参与者分别在虚拟现实和pc上进行数字跨度任务(DST)、Corsi块任务(CBT)和Deary-Liewald反应时间任务(DLRTT)。参与者使用电脑和智能手机以及玩电子游戏的经验也被考虑在内。还对格式的用户体验和系统可用性进行了评估。结果:虽然不同模式的DST表现相似,但PC评估使CBT表现更好,DLRTT反应时间更快。VR和PC版本之间的显著相关性支持收敛效度。回归分析显示,PC版本的表现受计算和游戏体验的影响,而VR版本的表现在很大程度上与这些因素无关,除了游戏体验预测CBT向后回忆的表现。此外,VR评估在用户体验和可用性方面的评分高于基于pc的评估。结论:沉浸式VR评估为传统的计算机化方法提供了一种引人入胜的替代方案,对先前的IT经验和人口因素的依赖最小。这种对个体差异的适应能力表明,虚拟现实可能为自动认知评估提供一个更公平、更容易获得的平台。未来的研究应探索基于vr的评估的长期可靠性。
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引用次数: 0
Comparison of the Tele-Oxford Cognitive Screen to a neuropsychological battery in chronic stroke survivors. 慢性中风幸存者远程牛津认知屏幕与神经心理电池的比较。
IF 1.8 4区 心理学 Q2 PSYCHOLOGY Pub Date : 2026-03-01 Epub Date: 2025-11-15 DOI: 10.1111/jnp.70021
Ye Wo, Nele Demeyere, Sam S Webb

Following an increased need for remote cognitive screening solutions, we aimed to investigate the construct validity and determine initial sensitivity/specificity estimates of the Tele-OCS, a stroke-specific remotely administered cognitive screening tool. To this end, a secondary data analysis is presented from 98 stroke survivors from the OX-CHRONIC longitudinal study (average 4.5 years. post-stroke). Convergent validity was examined for overall Tele-OCS performance against MoCA total score, and separately for each of the subtasks against matched neuropsychological tasks. Divergent validity was examined against different neuropsychological tests and presumed to be unrelated self-reported anxiety, as measured with HADS-A. Overall, we found that the Tele-OCS subtasks had good convergent/divergent validity. All subtasks also showed excellent specificity (min 80%), and whilst the cancellation task also showed good sensitivity (80%), all other subtasks came at a cost of lower sensitivity, compared to a more sensitive neuropsychological assessment. The Tele-OCS provides a brief, remote, first-line cognitive screening tool that reliably detects cognitive changes where these are clearly present, specifically and validly measuring distinct cognitive domains, which contrasts with a domain-general cognitive screening approach.

随着对远程认知筛查解决方案需求的增加,我们的目的是调查结构效度并确定Tele-OCS的初始敏感性/特异性估计,Tele-OCS是一种中风特异性远程管理的认知筛查工具。为此,对来自OX-CHRONIC纵向研究(平均4.5年)的98名中风幸存者进行了二次数据分析。中风后)。对远程- ocs总体表现与MoCA总分进行了收敛效度检验,并对每个子任务分别与匹配的神经心理任务进行了收敛效度检验。不同的神经心理测试检验了分歧效度,并假定与HADS-A测量的自我报告焦虑无关。总体而言,我们发现远程ocs子任务具有良好的收敛/发散效度。所有子任务也显示出优秀的特异性(最小80%),同时取消任务也显示出良好的敏感性(80%),与更敏感的神经心理学评估相比,所有其他子任务都以较低的敏感性为代价。Tele-OCS提供了一种简短、远程、一线的认知筛查工具,可以可靠地检测出明显存在的认知变化,具体有效地测量不同的认知领域,这与领域通用的认知筛查方法形成了对比。
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引用次数: 0
Recovery of visual emotion recognition after mild ischemic stroke. 轻度缺血性脑卒中后视觉情绪识别的恢复。
IF 1.8 4区 心理学 Q2 PSYCHOLOGY Pub Date : 2026-03-01 Epub Date: 2025-07-18 DOI: 10.1111/jnp.70007
Karen F Meeske, Moniek S E van Hout, Anneke Smeets, Job van der Palen, Lucille Dorresteijn, Wilma Smith-Spijkerboer, Hanneke Droste, Jacoba M Spikman

We investigated the course of recovery of emotion recognition impairments during the first year after mild stroke. Furthermore, we studied whether long-term emotion recognition impairments are related to behavioural problems and mood problems. Patient recruitment took place at the stroke unit of a general hospital. Fifty-eight mild ischaemic stroke patients underwent neuropsychological assessments of emotion recognition and overall cognition at 6-8 weeks and 1-year post-stroke. At follow-up, questionnaires were administered to identify behavioural problems and mood problems. Emotion recognition scores of patients were compared to scores of 109 healthy controls that were matched according to age, sex and educational level to identify impairments. Baseline patient emotion recognition scores were compared to the patient scores at follow-up to investigate recovery. In this group of mild stroke patients, emotion recognition was impaired compared with healthy controls, with no recovery over time. One year after stroke emotion recognition was impaired in 31% of the mild stroke participants. At 1-year post-stroke, impaired emotion recognition was associated with overall cognitive impairment and self-reported behavioural problems, but not with mood. Even in mild stroke, emotion recognition is on average impaired in the long term and related to behavioural problems. A substantial portion of mild stroke patients have impairments in emotion recognition both in the subacute phase as well as in the long term. Early assessment of emotion recognition is important to identify patients at risk of developing behavioural problems. Appropriate and early treatment might be necessary to prevent persisting problems.

研究轻度脑卒中患者情绪识别障碍的恢复过程。此外,我们还研究了长期情绪识别障碍是否与行为问题和情绪问题有关。患者招募在一家综合医院的中风科进行。58例轻度缺血性脑卒中患者在脑卒中后6-8周和1年接受情绪识别和整体认知的神经心理学评估。在随访中,研究人员通过问卷调查来确定行为问题和情绪问题。将患者的情绪识别得分与109名健康对照者的得分进行比较,这些对照者根据年龄、性别和受教育程度进行匹配,以识别障碍。将基线患者情绪识别得分与随访患者得分进行比较,以调查恢复情况。在这组轻度中风患者中,与健康对照组相比,情绪识别能力受损,随着时间的推移没有恢复。中风一年后,31%的轻度中风参与者的情绪识别能力受损。在中风后1年,情绪识别受损与整体认知障碍和自我报告的行为问题有关,但与情绪无关。即使在轻度中风中,情绪识别能力也会长期受损,并与行为问题有关。相当一部分轻度中风患者在亚急性期和长期都有情绪识别障碍。情绪识别的早期评估对于识别有发展行为问题风险的患者非常重要。适当和早期的治疗可能是必要的,以防止持续的问题。
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引用次数: 0
A double dissociation between memory span and word processing among neurological patients attests to the functional independence of verbal short-term memory. 神经系统患者记忆广度与文字处理的双重分离证明了言语短期记忆的功能独立性。
IF 1.8 4区 心理学 Q2 PSYCHOLOGY Pub Date : 2026-03-01 Epub Date: 2025-10-07 DOI: 10.1111/jnp.70013
Tobias Bormann, Margret Seyboth, Dorothee Kümmerer, Volkmar Glauche, Michel Rijntjes, Cornelius Weiller

Reports of patients with impaired verbal short-term memory are central to the debate of whether there are independent short-term stores or whether immediate repetition is supported by activated long-term memory. Patients with selective impairments of verbal short-term memory support models with independent buffers. However, it has been argued that these patients were too rare to provide reliable data. Second, it has been suggested that these patients might suffer from subtle impairments of word perception, comprehension or production which previous studies had failed to notice. Ten neurological patients were assessed. Nine participants had impaired immediate spans for digits, letters and words whilst having unimpaired word perception, comprehension and production. Another patient exhibited better preserved immediate repetition despite severely impaired word perception, comprehension and production. This double dissociation provides unequivocal evidence for the functional independence of short- and long-term memory. The size of the present group of STM participants, the largest to date, makes it impossible to ignore data from neuropsychological patients.

关于短期言语记忆受损患者的报告,对于是否存在独立的短期记忆储存,或者是否即时重复是由激活的长期记忆支持的争论至关重要。具有独立缓冲的言语短期记忆支持模型的选择性损伤患者。然而,有人认为这些患者过于罕见,无法提供可靠的数据。其次,有研究表明,这些患者可能在词语感知、理解或表达方面存在细微的缺陷,这是以前的研究没有注意到的。对10例神经系统患者进行评估。9名参与者对数字、字母和单词的即时认知能力受损,而对单词的感知、理解和表达能力没有受损。另一名患者表现出较好的即时重复,尽管严重受损的词语感知,理解和生产。这种双重分离为短期和长期记忆的功能独立性提供了明确的证据。目前STM参与者的规模是迄今为止最大的,因此不可能忽略来自神经心理学患者的数据。
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引用次数: 0
Category fluency and creative potential in semantic aphasia. 语义失语症的范畴流畅性与创造潜能。
IF 1.8 4区 心理学 Q2 PSYCHOLOGY Pub Date : 2026-03-01 Epub Date: 2025-12-10 DOI: 10.1111/jnp.70019
Hannah E Thompson, Paul T Sowden, Lucy Cogdell-Brooke, Ines R Violante, Beth Jefferies

Creative cognition involves linking weakly or unrelated concepts, enabled by semantic control (inhibiting dominant associations to retrieve weaker ones) or through spreading activation within the semantic system. Semantic aphasia (SA) patients have impaired semantic control despite relatively preserved semantic representations. To date, no studies have examined creativity in SA. It remains unclear how impaired control affects patients' creative potential, and whether spreading activation alone supports this. Creative potential was assessed across three experiments. Experiments 1 and 2 involved 11 SA patients and 25 controls; Experiment 3 included 13 SA patients and 14 controls. In Experiment 1 (category judgement), participants selected five targets from distractors across 24 categories with differing coherence levels (shared features among members). Experiment 2 (constrained category fluency) involved generating five exemplars per category. Creative potential was measured via uniqueness, flexibility, semantic distance and creativity ratings. Experiment 3 (unconstrained fluency) asked participants to name as many Animals as possible in 1 minute, with additional measures of clustering and switching. Although SA cases were unable to shape retrieval to pre-defined associations (in the category judgement task), they showed creative potential in the constrained fluency task. In the unconstrained fluency task, patients were less able to use strategies. However, with fluency controlled, no group differences in creative potential existed. These findings provide the first neuropsychological evidence that spreading activation, even with impaired semantic control, can support creative responses. Creative potential in SA depends on task demands, aligning with broader findings of patients' sensitivity to context.

创造性认知涉及连接弱或不相关的概念,通过语义控制(抑制优势联想以检索较弱的联想)或通过在语义系统内传播激活来实现。语义失语症(SA)患者的语义控制受损,尽管相对保留语义表征。到目前为止,还没有研究调查过SA的创造力。目前尚不清楚控制受损如何影响患者的创造潜力,以及是否仅靠扩散激活就能支持这一点。创造潜力通过三个实验进行评估。实验1和2涉及11例SA患者和25例对照;实验3包括13例SA患者和14例对照组。在实验1(类别判断)中,被试从24个类别的干扰物中选择5个目标,这些干扰物具有不同的一致性水平(成员之间的共同特征)。实验2(受限类别流畅性)涉及每个类别生成五个范例。创造潜力是通过独特性、灵活性、语义距离和创造力评分来衡量的。实验3(无约束流畅性)要求参与者在1分钟内尽可能多地说出动物的名字,并有额外的聚类和转换测量。在类别判断任务中,SA案例无法形成对预定义关联的检索,但他们在受限流畅性任务中显示出创造性潜力。在无约束流畅性任务中,患者使用策略的能力较差。然而,在控制流利程度的情况下,在创造潜力方面不存在群体差异。这些发现提供了第一个神经心理学证据,证明即使在语义控制受损的情况下,传播激活也能支持创造性反应。SA的创造潜力取决于任务需求,这与患者对环境敏感性的更广泛发现相一致。
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引用次数: 0
Increased neural responsiveness to distractors irrespective of perceptual load explains attention deficit in post-stroke fatigue. 脑卒中后疲劳的注意缺陷与知觉负荷无关,对干扰物的神经反应增加。
IF 1.8 4区 心理学 Q2 PSYCHOLOGY Pub Date : 2026-03-01 Epub Date: 2025-06-24 DOI: 10.1111/jnp.70002
Annapoorna Kuppuswamy, Anthony Harris, William De Doncker, Adrian Alexander, Nilli Lavie

Post-stroke fatigue (PSF) is a prevalent symptom associated with attention deficits. However, it is currently unclear what drives these. Here we applied Load Theory of Attention to investigate the role of perceptual load in the relationship between attention, distraction and fatigue levels in PSF. Thirty-two chronic stroke survivors performed a selective attention task of either low, medium or high perceptual load (varied through the number of relevant target features and their combinations). Neural responses to targets and distractor checkerboard flicker (vs. no flicker) were measured with frequency-tagged EEG responses. The results showed that fatigue severity scores were predictive of response slowing, and that this slowing was increased with higher levels of perceptual load. Fatigue severity was also associated with increased neural responsiveness to distractors, specifically: EEG 10 Hz (distractor flickering frequency) power was greater in the presence (vs. absence) of distractor flicker for participants with high (vs. low) fatigue-symptoms scores, across all levels of perceptual load in the later time period of each task trial. Overall, these results clarify the exacerbating effects of perceptual load on fatigue-related slowing, stressing the importance of cognitive, as opposed to purely motoric, deficits. Importantly, they demonstrate that increased fatigue severity involves reduced ability to suppress neural responses to irrelevant distractors, irrespective of perceptual load on attention. An account for attention in PSF based on a specific deficit in distractor suppression that is found irrespective of task demands can explain a myriad of PSF symptoms (e.g. sensory perceptual overload, difficulties to concentrate).

卒中后疲劳(PSF)是一种与注意力缺陷相关的普遍症状。然而,目前还不清楚是什么驱动了这些变化。本研究运用注意负荷理论探讨知觉负荷在PSF注意、分心和疲劳水平之间的作用。32名慢性中风幸存者执行了低、中、高知觉负荷的选择性注意任务(通过相关目标特征的数量及其组合而变化)。用频率标记的脑电图反应测量目标和分心物棋盘闪烁(与无闪烁)的神经反应。结果表明,疲劳严重程度评分可以预测反应减慢,并且随着知觉负荷水平的提高,反应减慢会增加。疲劳严重程度还与神经对干扰物的反应性增加有关,特别是:在每个任务试验后期的所有知觉负荷水平上,高(低)疲劳症状评分的参与者,在存在(与不存在)干扰物闪烁时,脑电图10hz(干扰物闪烁频率)功率更大。总的来说,这些结果阐明了知觉负荷对疲劳相关减速的加剧作用,强调了认知缺陷的重要性,而不是纯粹的运动缺陷。重要的是,他们证明了疲劳程度的增加与对无关干扰物抑制神经反应的能力降低有关,而与注意力的感知负荷无关。对PSF中注意力的解释是基于对干扰物抑制的特定缺陷,这种缺陷与任务要求无关,可以解释无数的PSF症状(例如,感觉知觉过载,难以集中注意力)。
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引用次数: 0
How artificial intelligence is shaping neuropsychology: A focus on cognitive assessment of neurodegenerative disorders. 人工智能如何塑造神经心理学:关注神经退行性疾病的认知评估。
IF 1.8 4区 心理学 Q2 PSYCHOLOGY Pub Date : 2026-03-01 Epub Date: 2025-08-09 DOI: 10.1111/jnp.70009
Michele Scandola, Maria Esposito, Riccardo Guidotti, Daniele Romano

Artificial intelligence (AI) and machine learning (ML) algorithms are revolutionising the world, and they have the potential to revolutionise neuropsychology as well. A particularly fruitful field for this revolution is the cognitive assessment of neurodegenerative disorders, such as Alzheimer's disease, Parkinson's disease, Mild Cognitive Impairment and Primary Progressive Aphasia. This narrative review explores the impact of ML and AI in classifying these patients by using biomarkers or neuropsychological tests, using vast amounts of data and providing previously unattainable insights. Additionally, the article will evaluate the accuracies of several ML algorithms, such as support vector machines, random forest or convolutional neural networks. The article will also discuss the challenges related to ML like the risk of overfitting and the need for ML algorithms to execute a differential analysis among several pathologies-a capability that current research has yet to achieve fully. Furthermore, it proposes new directions to improve the clinical utility and accuracy of ML classification algorithms in neuropsychology, underlining the possibility for theoretical advancements based on the results of these classifications.

人工智能(AI)和机器学习(ML)算法正在彻底改变世界,它们也有可能彻底改变神经心理学。这场革命的一个特别富有成果的领域是神经退行性疾病的认知评估,如阿尔茨海默病、帕金森病、轻度认知障碍和原发性进行性失语症。本文通过使用生物标志物或神经心理学测试,使用大量数据并提供以前无法获得的见解,探讨ML和AI在对这些患者进行分类方面的影响。此外,本文将评估几种机器学习算法的准确性,如支持向量机、随机森林或卷积神经网络。本文还将讨论与机器学习相关的挑战,比如过拟合的风险,以及机器学习算法在几种病理之间执行差异分析的必要性——目前的研究尚未完全实现这一能力。此外,它提出了提高神经心理学中ML分类算法的临床实用性和准确性的新方向,强调了基于这些分类结果的理论进步的可能性。
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引用次数: 0
The utility of handwriting analysis and selected neuropsychological tests in the diagnosis of mild cognitive impairment in older patients. 手写体分析和部分神经心理测试在老年轻度认知障碍诊断中的应用。
IF 1.8 4区 心理学 Q2 PSYCHOLOGY Pub Date : 2026-03-01 Epub Date: 2025-12-03 DOI: 10.1111/jnp.70022
Adam Bednorz, Paulina Trybek, Catarina Lundberg, Monika Richter-Laskowska, Laura Kananen, Dorota Religa

Neuropsychological assessment in mild cognitive impairment (MCI) increasingly includes executive functions evaluation to improve diagnostic accuracy. Handwriting analysis, though common in dementia studies, is less explored in MCI. This single-centre study aimed to compare neuropsychological tests and handwriting parameters, assessing their individual diagnostic value. The study included two groups: MCI (n = 46, female/male ratio 41/5, mean age 76.87 ± 5.08) and controls without cognitive impairment (n = 46, ratio 42/4, mean age 75.70 ± 5.97). The assessment included MoCA, MMSE, Comprehensive Trail Making Test (CTMT), verbal fluency test and handwriting analysis using Livescribe Echo Smartpen. Logistic Regression (LR), K-Nearest Neighbours (KNN) and Linear Discriminant Analysis (LDA) models were used to identify patients with MCI. Patients with MCI performed worse on neuropsychological tests, generating fewer words in verbal fluency (p < .01) and taking longer on CTMT (p < .01). Neuropsychological tests outperformed handwriting measures in MCI classification (AUC: CTMT = .81, semantic fluency = .76, phonemic fluency = .72). Among the handwriting measures, text height (AUC = .68) showed the best performance, while other kinematic features ranged from .63 to .64. After combining all neuropsychological tests, KNN achieved the best classification of MCI (AUC = .84, ACC = .82, MCC = .63), while handwriting-based models performed worse, with LR reaching the highest AUC (.64), ACC (.62) and MCC (.23). CTMT and verbal fluency tests are useful in diagnosing MCI, while handwriting measures showed limited classification value.

轻度认知障碍(MCI)的神经心理学评估越来越多地包括执行功能评估,以提高诊断的准确性。笔迹分析虽然在痴呆症研究中很常见,但在轻度认知损伤中却很少被探索。这项单中心研究旨在比较神经心理测试和手写参数,评估它们的个体诊断价值。研究分为两组:轻度认知障碍组(n = 46,男女比41/5,平均年龄76.87±5.08)和无认知障碍对照组(n = 46,男女比42/4,平均年龄75.70±5.97)。评估内容包括MoCA、MMSE、综合轨迹测试(CTMT)、语言流畅性测试和使用Livescribe Echo智能笔进行笔迹分析。使用Logistic回归(LR)、k近邻(KNN)和线性判别分析(LDA)模型来识别轻度认知障碍患者。轻度认知障碍患者在神经心理测试中表现更差,在语言流畅性方面产生的单词更少
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Journal of Neuropsychology
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