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Assessing executive attention in autistic children: strengths, weaknesses and individual differences. 评估自闭症儿童的执行注意力:优势、劣势和个体差异。
IF 1.9 3区 心理学 Q3 CLINICAL NEUROLOGY Pub Date : 2025-12-09 DOI: 10.1080/09297049.2025.2600608
Francesca Anderle, Angela Pasqualotto, Arianna Bentenuto, Paola Venuti, Francesco Benso

Research consistently shows that autistic children often exhibit cognitive challenges, particularly in executive functions (EFs), since the preschool years. EFs are cognitive abilities that help regulate impulses, manage information, filter distractions, and shift focus between tasks. Various performance-based measures have been developed to assess EFs in autistic children. However, inconsistencies in findings have raised concerns about the ability of traditional EF measures to capture the real-life challenges these children face, largely due to reductionist approaches and the overlooked issue of task impurity. Here, we employed a broader comprehensive battery - the Measures of Executive Attention - to assess EFs in 43 autistic children aged 8-14 years, compared to 43 neurotypicals matched for age, sex, and fluid reasoning index. The results revealed that neurotypicals outperformed autistic children in most tasks. Specifically, autistic children showed lower performance in cognitive flexibility and generative thinking in a graphical task, as well as in working memory capacity under novel and emotionally stressful conditions. However, when fine motor and verbal skills were excluded from the composite score calculation, no group differences emerged in certain tasks, such as visual search and working memory capacity in a familiar exercise. Our findings highlight the importance of assessing executive attention through multidimensional and context-sensitive tools and offer new insights into cognitive variability in autism.

研究一致表明,自学龄前以来,自闭症儿童经常表现出认知挑战,特别是在执行功能(EFs)方面。ef是一种认知能力,有助于调节冲动、管理信息、过滤干扰、在任务之间转移注意力。已经开发了各种基于表现的方法来评估自闭症儿童的ef。然而,研究结果的不一致性引起了人们对传统EF测量方法能否捕捉这些儿童面临的现实挑战的担忧,这主要是由于简化的方法和被忽视的任务不纯问题。在这里,我们采用了一种更广泛的综合方法——执行注意力测量——来评估43名8-14岁自闭症儿童的ef,并与43名年龄、性别和流体推理指数相匹配的神经正常儿童进行比较。结果显示,在大多数任务中,神经正常的人比自闭症儿童表现得更好。具体来说,自闭症儿童在图形任务中的认知灵活性和生成思维以及在新奇和情绪压力条件下的工作记忆能力方面表现较差。然而,当精细运动和语言技能被排除在综合得分计算之外时,在某些任务中没有出现组间差异,比如视觉搜索和熟悉练习中的工作记忆容量。我们的研究结果强调了通过多维和上下文敏感工具评估执行注意力的重要性,并为自闭症的认知变异性提供了新的见解。
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引用次数: 0
Unpacking the role of working memory in reading comprehension: linear and non-linear perspectives in a transparent orthography. 工作记忆在阅读理解中的作用:透明正字法的线性和非线性视角。
IF 1.9 3区 心理学 Q3 CLINICAL NEUROLOGY Pub Date : 2025-12-03 DOI: 10.1080/09297049.2025.2596778
José-Pablo Escobar, Victoria Espinoza, Marcelo Valle

This study examines the direct and indirect effects of working memory on reading comprehension in a sample of 395 Chilean fourth-grade students (Mean age 9.97, SD = 0.51; 46% are females) within the context of Spanish, a transparent orthographic system. Using both linear and non-linear approaches, the research investigates the relation between working memory and reading comprehension, as well as whether this relation is mediated by a set of linguistic variables. The linear component was analyzed using path analysis, and the results showed that working memory has a significant direct effect on reading comprehension, as well as indirect effects through vocabulary, word reading, and reading speed. The indirect effect via vocabulary was the most substantial. The non-linear component was assessed using latent profile analysis, and the results revealed three distinct working memory cognitive profiles defined by child performance, which were associated with significantly different outcomes in reading comprehension and its predictors. These findings suggest that working memory is not only foundational for the development of fluent and meaningful reading but also interacts with language-related skills to support comprehension. The study highlights the importance of considering both inter and intra-individual differences in cognitive functioning to understand better the mechanisms underlying reading development in transparent orthographies.

本研究以395名智利四年级学生(平均年龄9.97,SD = 0.51, 46%为女性)为样本,在西班牙语这一透明的正字法系统背景下,考察了工作记忆对阅读理解的直接和间接影响。本研究采用线性和非线性两种方法,探讨了工作记忆与阅读理解之间的关系,以及这种关系是否受一系列语言变量的调节。结果表明,工作记忆对阅读理解具有显著的直接影响,并通过词汇量、单词阅读量和阅读速度产生间接影响。通过词汇产生的间接影响最为显著。非线性成分采用潜在剖面分析进行评估,结果揭示了三种不同的工作记忆认知剖面,它们与阅读理解结果及其预测因子有显著差异。这些发现表明,工作记忆不仅是发展流利和有意义的阅读的基础,而且还与语言相关技能相互作用,以支持理解。该研究强调了考虑个体间和个体内认知功能差异的重要性,以更好地理解透明正字法阅读发展的机制。
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引用次数: 0
Single-gene childhood developmental epileptic encephalopathies: a primer for pediatric neuropsychologists. 单基因儿童发育性癫痫性脑病:儿科神经心理学家的入门读物。
IF 1.9 3区 心理学 Q3 CLINICAL NEUROLOGY Pub Date : 2025-11-26 DOI: 10.1080/09297049.2025.2591632
Ashley L Nguyen-Martinez, Morgan Jolliffe, Lauren M Scimeca, Kristen L Park, Scott Demarest, Kelly G Knupp, Kaitlin Angione, Andrea S Miele

The growing fields of genetics and neurogenetics have brought increased attention to developmental and epileptic encephalopathies (DEEs), a group of rare epilepsy disorders that span genetic and neurological pathology. Among the genetic causes of DEEs, single-gene variants represent a significant and increasingly recognized category. These variants often lead to complex and distinct clinical presentations, including variable seizure types, neurocognitive profiles, and developmental trajectories. Foundational knowledge about these disorders, including their molecular and cellular etiologies, accompanying clinical symptoms, and developmental trajectories, can better inform neuropsychological practice, especially in guiding test selection and recommendations as well as highlighting limitations for evaluation. The primary objective of this paper is to provide an evidence-based primer on single-gene developmental epileptic encephalopathies for pediatric neuropsychologists working with these growing clinical and research populations. The manuscript begins with a broad overview of definitions relevant to the care of those with single-gene epilepsies. The paper then describes the clinical features and neurocognitive outcomes associated with the eight most common single-gene pediatric-onset epilepsies, which is subsequently followed by a brief overview of 13 additional single-gene pediatric-onset epilepsies. The paper concludes with a summary of the treatment landscape and discusses current considerations for neuropsychological assessment with this population.

遗传学和神经遗传学领域的不断发展引起了对发育性和癫痫性脑病(dee)的越来越多的关注,这是一组跨越遗传和神经病理学的罕见癫痫疾病。在dei的遗传原因中,单基因变异是一个重要且日益被认可的类别。这些变异常常导致复杂而独特的临床表现,包括不同的发作类型、神经认知特征和发育轨迹。关于这些疾病的基础知识,包括它们的分子和细胞病因、伴随的临床症状和发育轨迹,可以更好地为神经心理学实践提供信息,特别是在指导测试选择和推荐以及突出评估局限性方面。本文的主要目的是为儿科神经心理学家提供单基因发育性癫痫性脑病的循证引物,以应对这些不断增长的临床和研究人群。手稿开始与那些与单基因癫痫的护理相关的定义的广泛概述。然后,本文描述了与八种最常见的单基因儿科癫痫相关的临床特征和神经认知结果,随后简要概述了另外13种单基因儿科癫痫。本文总结了治疗前景,并讨论了目前对这一人群进行神经心理学评估的考虑。
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引用次数: 0
The Swedish version of the BRIEF2: psychometric properties and age- and gender-related differences in executive functioning across multiple informants. 瑞典版BRIEF2:多名被调查者执行功能的心理测量特征和年龄及性别相关差异。
IF 1.9 3区 心理学 Q3 CLINICAL NEUROLOGY Pub Date : 2025-11-02 DOI: 10.1080/09297049.2025.2579225
Frida Ilahi, Eva Hoff, Daiva Daukantaitė

This study evaluated the psychometric properties of the Swedish version of the Behavior Rating Inventory of Executive Function - Second Edition (BRIEF2) across self-, parent-, and teacher-report forms in a gender- and age-balanced community sample of Swedish youth. We examined factor structure, internal consistency, inter-rater reliability, measurement invariance, and age- and gender-related differences in behavioral executive functioning (EF). Participants included 1,257 adolescents (51.8% girls, aged 11-18) who completed the self-report version, 1,340 parents who completed parent reports on their children (46.7% girls, aged 5-18), and 38 teachers who provided teacher reports for 510 adolescents (58.4% girls, aged 13-18). Results supported the original three-factor model (Behavioral, Emotional, and Cognitive Regulation) across all informants, although model fit was somewhat weaker for teacher ratings. Internal consistency ranged from acceptable to excellent. Measurement invariance across age and gender was largely supported, though some scalar non-invariance was observed. Patterns of age- and gender-related differences varied by informant. Specifically, adolescents reported more EF difficulties with increasing age, whereas parents and teachers reported fewer EF difficulties in older youth. Girls self-reported greater EF difficulties, while parents and teachers generally rated girls as having less difficulty - except in the domain of Emotional Control. However, all observed gender and age differences across informants were small in magnitude. Overall, the findings support the Swedish BRIEF2 as having solid psychometric properties across the self-, parent-, and teacher-report forms. However, minor structural inconsistencies, informant discrepancies, the small teacher sample, and signs of item redundancy suggest areas for future improvement and refinement.

本研究评估了瑞典版执行功能行为评定量表-第二版(BRIEF2)在性别和年龄平衡的瑞典青年社区样本中的自我、父母和教师报告形式的心理测量特性。我们研究了行为执行功能(EF)的因素结构、内部一致性、评分者之间的信度、测量不变性以及年龄和性别相关的差异。参与者包括1,257名青少年(51.8%的女孩,11-18岁)完成自我报告版本,1,340名父母完成了孩子的父母报告(46.7%的女孩,5-18岁),38名教师为510名青少年(58.4%的女孩,13-18岁)提供了教师报告。结果支持最初的三因素模型(行为、情绪和认知调节),尽管模型对教师评分的拟合程度较弱。内部一致性从可接受到优秀不等。在很大程度上支持跨年龄和性别的测量不变性,尽管观察到一些标量不变性。与年龄和性别相关的差异模式因被调查者而异。具体来说,随着年龄的增长,青少年报告的英语学习困难更多,而家长和老师报告的年龄较大的青少年的英语学习困难较少。女孩自我报告的英语学习困难较大,而家长和老师普遍认为女孩的困难较小——除了情绪控制领域。然而,所有观察到的被调查者的性别和年龄差异都很小。总的来说,研究结果支持瑞典的BRIEF2在自我报告、家长报告和教师报告中具有坚实的心理测量特性。然而,轻微的结构不一致、信息提供者差异、小教师样本和项目冗余的迹象表明,未来的改进和完善的领域。
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引用次数: 0
Validity, reliability and Turkish adaptation of Preschool Activity Card Sort in autism spectrum disorder. 学前活动卡分类在自闭症谱系障碍中的效度、信度及土耳其语适应。
IF 1.9 3区 心理学 Q3 CLINICAL NEUROLOGY Pub Date : 2025-11-01 Epub Date: 2025-02-25 DOI: 10.1080/09297049.2025.2471855
Büşra Yeğiner Dinçer, Orkun Tahir Aran, Sedef Şahin

Purpose: The Preschool Activity Ranking (PACS) is a tool that measures preschool children's activity participation by focusing on the frequency and extent of their participation. This study aims to assess the validity and reliability of the Preschool Activity Card Sort (PACS) by conducting a Turkish cultural adaptation of the scale in children diagnosed with autism spectrum disorder (ASD).

Methods: This study was conducted with a prospective cross-sectional study design. Participants included parents of 70 children with ASD (study group) and 27 typically developing children (control group) aged between 3 and 6 years old. Validity was analyzed using construct validity, while reliability was examined through internal consistency and test-retest methods.

Results: Results showed that the control group scored significantly higher than the study group in all sub-scales of the PACS (p < 0.01). Additionally, a statistically significant correlation was found between the PACS and the Canadian Occupational Performance Measure (COPM) in all sub-domains except for the household chores sub-domain. The PACS demonstrated high internal consistency (Cronbach Alpha's = 0.94) and excellent time invariance ICC coefficients for the self-care, social mobility, leisure time (low physical requirement), social interaction, housework, and education sub-domains. For the leisure time (high physical requirement) subdomain, the PACS demonstrated good reliability (ICC = 0.85).

Conclusion: Overall, the Turkish version of the PACS was found to be a valid and reliable tool for evaluating activity participation in children with ASD.

目的:学前活动排名(PACS)是一个衡量学前儿童活动参与的工具,主要关注他们参与的频率和程度。本研究旨在通过对自闭症谱系障碍(ASD)儿童进行土耳其文化适应量表,评估学前活动卡分类(PACS)的效度和信度。方法:采用前瞻性横断面研究设计。参与者包括70名自闭症儿童的父母(研究组)和27名年龄在3到6岁之间的正常发育儿童(对照组)。效度采用结构效度分析,信度采用内部一致性和重测法检验。结果:结果显示,对照组在PACS的所有子量表上得分显著高于研究组(p结论:总体而言,土耳其版PACS被发现是评估ASD儿童活动参与的有效和可靠的工具。
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引用次数: 0
The impact of adolescent traumatic brain injury on health risk behaviors. 青少年创伤性脑损伤对健康危险行为的影响
IF 1.9 3区 心理学 Q3 CLINICAL NEUROLOGY Pub Date : 2025-11-01 Epub Date: 2025-03-11 DOI: 10.1080/09297049.2025.2476682
Alexandra C Bammel, Zachary P Hohman, Andrew K Littlefield, Adam T Schmidt

Traumatic brain injury (TBI) is associated with disinhibition, impulsivity, and other sequelae which may make adolescent TBI survivors more likely to engage in health risk behaviors though this has not yet been comprehensively investigated. Extant literature on TBI-related health risk behaviors is limited by a dearth of studies on adolescents, reliance on self-report of TBI, lack of an orthopedic injury (OI) control group, and the fact that TBI's effects on various health risk behavior domains are generally examined separately. The current study clarifies the impact of TBI on health risk behaviors among adolescents, specifically those related to 1) unintentional injury and violence (including aggression- and suicide-related behaviors); 2) tobacco use; and 3) alcohol and other drug use in an analytic sample of 74 adolescents (n = 43 for youth with a complicated mild to severe TBI, n = 31 for youth with an OI). Results indicate youth with a TBI exhibited more suicide-related health risk behaviors at 12-month follow-up (F = 6.063; p = .016; ηp2 = .079), as well as a nonsignificant trend toward greater marijuana use (F = 3.747; p = .057; ηp2 = .050), compared to youth with an OI while controlling for age. Youth with an OI exhibited greater increases in violence and victimization over the 12-month post-injury period compared to youth with a TBI (F = 4.243; p = .044; ηp2 = .067) while controlling for age. Interventions to reduce psychological distress and improve social connectedness, problem-solving, coping, and emotion regulation skills may be most relevant for youth who receive a TBI. Emotion regulation and anger management skills may be relevant for youth who receive an OI.

创伤性脑损伤(TBI)与去抑制、冲动和其他后遗症有关,这些后遗症可能使青少年TBI幸存者更有可能从事健康风险行为,尽管这尚未得到全面的调查。现有关于创伤性脑损伤相关健康风险行为的文献受限于缺乏对青少年的研究,依赖于创伤性脑损伤的自我报告,缺乏骨科损伤(OI)对照组,以及创伤性脑损伤对各种健康风险行为领域的影响通常是单独研究的事实。目前的研究阐明了创伤性脑损伤对青少年健康风险行为的影响,特别是那些与1)意外伤害和暴力(包括攻击和自杀相关行为)有关的行为;2)烟草使用;3) 74名青少年的酒精和其他药物使用分析样本(n = 43名患有复杂的轻度至重度脑外伤的青少年,n = 31名患有成骨不全的青少年)。结果表明,在12个月的随访中,创伤性脑损伤青少年表现出更多的自杀相关健康风险行为(F = 6.063;P = 0.016;ηp2 = 0.079),以及大麻使用增加的不显著趋势(F = 3.747;P = 0.057;ηp2 = 0.050),在控制年龄的情况下,与成骨不全的年轻人相比。与创伤性脑损伤的青少年相比,成骨不全的青少年在受伤后的12个月内表现出更大的暴力和受害增加(F = 4.243;P = 0.044;ηp2 = .067)。减少心理困扰和改善社会联系、解决问题、应对和情绪调节技能的干预措施可能与接受创伤性脑损伤的青少年最相关。情绪调节和愤怒管理技能可能与接受成骨不全的青少年有关。
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引用次数: 0
Timed and untimed writing and math: shared and differential cognitive predictors in primary school. 限时与非限时写作与数学:小学生共有与差异的认知预测因子。
IF 1.9 3区 心理学 Q3 CLINICAL NEUROLOGY Pub Date : 2025-11-01 Epub Date: 2025-03-12 DOI: 10.1080/09297049.2025.2477733
Cassidy M Salentine, Johanna Bick, Steven P Woods, Paul T Cirino

The relationship between writing and math achievement is not well understood. Phonological awareness (PA), working memory (WM), and fine motor skills (FMS) have been individually linked to theories of writing and math, yet are rarely considered together. The current study evaluates the shared cognitive factors underlying writing and math performance, both timed (e.g. fluency/automaticity) and untimed (e.g. spelling and math computation). It does so among third- through fifth-graders (n = 677) who vary in academic abilities. Results revealed differential relationships. WM had a stronger effect on writing than math for timed but not untimed outcomes. PA had a stronger effect on writing compared to math for both timed and untimed outcomes. PA also had a stronger effect on untimed math compared to timed math. Further, WM fully mediated the relationship between FMS and untimed writing but only partially mediated the relationship between FMS and other academic outcomes. Additionally, PA partially mediated the relationship between WM and all writing and math skills These findings underscore the relevance of FMS, WM, and PA in both writing and math achievement, separately and together. These findings additionally provide guidance for developing a firmer theoretical and empirical understanding of the interrelations of writing and math.

写作和数学成绩之间的关系还没有得到很好的理解。语音意识(PA)、工作记忆(WM)和精细运动技能(FMS)分别与写作和数学理论联系在一起,但很少被放在一起考虑。目前的研究评估了写作和数学表现背后的共同认知因素,包括时间(如流利性/自动性)和非时间(如拼写和数学计算)。在三年级到五年级的学生中(n = 677),他们的学习能力各不相同。结果显示差异关系。在有时间但没有时间的情况下,文学对写作的影响大于数学。与数学相比,在定时和非定时结果中,PA对写作的影响都更大。与定时数学相比,PA对非定时数学的影响更大。此外,WM完全介导了FMS与非定时写作之间的关系,但仅部分介导了FMS与其他学术成果之间的关系。此外,PA部分介导了WM与所有写作和数学技能之间的关系。这些发现强调了FMS、WM和PA在写作和数学成绩中的相关性,无论是单独的还是共同的。这些发现还为发展对写作和数学相互关系的更坚定的理论和实证理解提供了指导。
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引用次数: 0
Equivalence of in-person and videoconference administration of the Physical and Neurological Examination of Subtle Signs (PANESS) timed motor section. 物理和神经细微体征检查(PANESS)定时运动部分的面对面和视频会议管理的等效性。
IF 1.9 3区 心理学 Q3 CLINICAL NEUROLOGY Pub Date : 2025-11-01 Epub Date: 2025-03-18 DOI: 10.1080/09297049.2025.2480342
Kayla B Huntington, Stacy J Suskauer, Beth S Slomine, Adrian M Svingos

Demand for telehealth services has increased in many settings as a means of reducing patient burden and increasing access to care. It is therefore critical to understand if clinical tools validated for in-person use are feasible to administer via telehealth and, if so, how results may vary from those obtained in-person. The Revised Physical and Neurological Examination of Subtle Signs (PANESS) is a validated assessment of pediatric neuromotor functioning that is sensitive to detecting motor dysfunction in youth. The Timed Motor section of the PANESS is an ideal candidate for telehealth administration given its strong inter-rater reliability when scored via video review. Here, we preliminarily examined the feasibility of administering the Timed Motor section of PANESS via videoconferencing and its equivalence with in-person administration. We administered the Timed Motor section of the PANESS in-person and via videoconferencing in 25 typically developing youth ages 10-18 (including n = 11 who had clinically recovered from concussion). All were able to complete the assessment via videoconference. We observed moderate to excellent reliability of scores obtained in-person and via videoconference (intraclass correlations ranging from .743 to .971). Results suggest that the Timed Motor Section of the PANESS can be administered remotely in typically developing youth (including those with a history of concussion) and that the scores obtained are stable with in-person scores. Future work is needed to examine the feasibility and equivalence of telehealth-based PANESS administration in clinical settings and patient populations.

在许多情况下,作为减轻患者负担和增加获得护理机会的一种手段,对远程保健服务的需求有所增加。因此,至关重要的是要了解通过远程保健管理经验证可亲自使用的临床工具是否可行,如果可行,结果可能与亲自获得的结果有何不同。修订的物理和神经检查的细微迹象(PANESS)是一个有效的评估儿科神经运动功能,是敏感的检测运动功能障碍的青少年。PANESS的定时运动部分是远程医疗管理的理想候选者,因为它通过视频评论评分时具有很强的评分者之间的可靠性。在这里,我们初步探讨了通过视频会议管理PANESS定时运动部分的可行性及其与现场管理的等效性。我们亲自和通过视频会议对25名10-18岁的典型发展青少年(包括11名临床从脑震荡中恢复的青少年)进行了PANESS的定时运动部分。所有人都能通过视频会议完成评估。我们观察到,面对面和通过视频会议获得的分数具有中等到极好的可靠性(班级内相关性范围为0.743至0.971)。结果表明,在正常发育的青少年(包括有脑震荡史的青少年)中,PANESS的定时运动部分可以远程管理,并且获得的分数与现场分数稳定。未来的工作需要审查在临床环境和患者群体中基于远程医疗的PANESS管理的可行性和等效性。
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引用次数: 0
Pediatric central nervous system (CNS) tumors cognitive and psychosocial assessment: key highlights from the Italian (AIEOP) consensus conference. 小儿中枢神经系统(CNS)肿瘤的认知和社会心理评估:来自意大利(AIEOP)共识会议的关键亮点。
IF 1.9 3区 心理学 Q3 CLINICAL NEUROLOGY Pub Date : 2025-11-01 Epub Date: 2025-02-27 DOI: 10.1080/09297049.2025.2469723
Daniela Pia Rosaria Chieffo, Elisa Marconi, Giulia Zucchetti, Maria Montanaro, Johanna Maria Catharina Blom, Geraldina Poggi, Giulia Albino, Livia Sani, Elena Rostagno, Sabrina Ciappina, Maura Massimino, Angela Mastronuzzi, Dorella Scarponi

Pediatric central nervous system (CNS) tumors represent one of the most intricate challenges faced by children and their families in the context of cancer illness. In Italy, the psychosocial working group (GDL) of the AIEOP, composed by professionals (psycho-oncologists/neuropsychologists) involved in the care pathways of patients with CNS tumors, has initiated a consensus process regarding the psychological/neuropsychological assessment of CNS patients to improve accessibility to standardized and shared protocols. Standardized psychological and neuropsychological instruments are proposed in the document, which provides for a selection in a tailor-made approach that is simultaneously shared by various centers.

儿童中枢神经系统(CNS)肿瘤是儿童及其家庭在癌症疾病背景下面临的最复杂的挑战之一。在意大利,AIEOP的社会心理工作组(GDL)由参与中枢神经系统肿瘤患者护理途径的专业人员(心理肿瘤学家/神经心理学家)组成,已经启动了关于中枢神经系统患者心理/神经心理学评估的共识过程,以提高标准化和共享协议的可及性。标准化的心理和神经心理学仪器在文件中提出,这提供了一个选择,在一个量身定制的方法,同时由各中心共享。
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引用次数: 0
[Formula: see text] Artificial intelligence as a support to diagnose ADHD: an insight of unorthodox approaches: a scoping review. 人工智能作为诊断多动症的支持:对非正统方法的洞察:范围审查。
IF 1.9 3区 心理学 Q3 CLINICAL NEUROLOGY Pub Date : 2025-11-01 Epub Date: 2025-02-18 DOI: 10.1080/09297049.2025.2468411
Amna Zaheer, Ahmad Akhtar

Artificial intelligence (AI) is reshaping the landscape of attention deficit hyperactivity disorder (ADHD) diagnosis through data-driven and technology-enhanced methodologies. This scoping review, conducted in accordance with PRISMA guidelines, systematically analyzed 54 studies published over the past two decades to assess AI's role in ADHD detection and evaluation. The included studies primarily explored AI applications in brain imaging (MRI), brain activity monitoring (EEG and ECG), behavioral assessments, virtual reality-based testing, and motion-tracking sensors. Among the AI technologies examined, machine learning (ML) and deep learning (DL) algorithms demonstrated promising diagnostic accuracy, with performance rates ranging from 70% to 95%. Convolutional neural networks (CNNs) and support vector machines (SVMs) were particularly effective in image and signal analysis, while natural language processing (NLP) models showed potential in behavioral and cognitive assessments. Despite these advancements, challenges such as algorithmic bias, inconsistent data quality, and the need for extensive, diverse datasets remain barriers to widespread clinical integration. Moreover, while AI models enhance speed and precision in ADHD detection, their applicability in treatment monitoring and personalized intervention remains an area for future research. This review underscores the transformative potential of AI in ADHD diagnosis and advocates for a hybrid approach that integrates AI-driven tools with traditional clinical assessments to enhance diagnostic reliability and patient outcomes.

人工智能(AI)正在通过数据驱动和技术增强的方法重塑注意力缺陷多动障碍(ADHD)诊断的格局。根据PRISMA指南进行的这一范围审查,系统地分析了过去20年发表的54项研究,以评估人工智能在ADHD检测和评估中的作用。纳入的研究主要探讨了人工智能在脑成像(MRI)、脑活动监测(EEG和ECG)、行为评估、基于虚拟现实的测试和运动跟踪传感器方面的应用。在研究的人工智能技术中,机器学习(ML)和深度学习(DL)算法表现出了很好的诊断准确性,准确率从70%到95%不等。卷积神经网络(cnn)和支持向量机(svm)在图像和信号分析方面特别有效,而自然语言处理(NLP)模型在行为和认知评估方面显示出潜力。尽管取得了这些进步,但算法偏差、数据质量不一致以及对广泛、多样化数据集的需求等挑战仍然是广泛临床整合的障碍。此外,虽然人工智能模型提高了ADHD检测的速度和精度,但其在治疗监测和个性化干预方面的适用性仍是未来研究的领域。本综述强调了人工智能在ADHD诊断中的变革潜力,并倡导将人工智能驱动的工具与传统临床评估相结合的混合方法,以提高诊断可靠性和患者预后。
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引用次数: 0
期刊
Child Neuropsychology
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