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Editorial: AI innovations in neurological and psychiatric disorder management: diagnosis to treatment. 社论:神经和精神疾病管理中的人工智能创新:从诊断到治疗。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-05 eCollection Date: 2025-01-01 DOI: 10.3389/fnhum.2025.1759844
Jin Hong, Yang Bai, Yuxiu Sui, Junming Jian
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引用次数: 0
Electroencephalography differences in children with and without bilateral cerebral palsy during unimanual and bimanual drumming tasks. 双侧脑瘫患儿与非双侧脑瘫患儿在单手与双手击鼓任务中的脑电图差异。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-05 eCollection Date: 2025-01-01 DOI: 10.3389/fnhum.2025.1694812
Arjun Mathur, Thomas C Bulea, Julia Kline, Diane L Damiano

Background: Multiple studies have examined bimanual coordination in children with unilateral cerebral palsy (CP) with few in bilateral CP and none utilized electroencephalography (EEG). This study investigates brain activation underlying bimanual performance in individuals with bilateral CP and typical development (TD).

Methods: Twenty-six participants (13 CP; 13 TD) completed the Box and Block Test (BBT) and visually cued drumming tasks with each hand (unimanual) and then with both hands synchronously and asynchronously (bimanual). EEG and motion data were recorded during drumming tasks.

Results: Children with CP demonstrated bilateral impairments in drumming cadence and BBT, increased alpha and beta and decreased gamma EEG band activation in mainly non-dominant brain regions compared to TD. Bimanual tasks tended to show decreased performance and greater alpha and beta band activation than unimanual tasks for both groups. EEG activity and BBT correlations were positive in TD, but negative in CP.

Discussion: This study showed that children with CP had worse motor performance bilaterally and EEG activation differences from TD similar to previous unimanual findings in bilateral CP, however, a more complex bimanual task may have uncovered greater differences.

Conclusion: Evidence of bimanual deficits and EEG differences reinforces the need for greater research and clinical attention on upper limb function in bilateral CP.

背景:多项研究对单侧脑瘫(CP)患儿的双手协调能力进行了研究,但双侧脑瘫的研究很少,也没有使用脑电图(EEG)。本研究探讨双侧CP和典型发育(TD)个体的双手行为背后的脑激活。方法:26名被试(13名CP和13名TD)分别用单手(单手)和双手同步和异步(双手)分别完成盒块测试和视觉提示击鼓任务。在击鼓过程中记录脑电图和运动数据。结果:与TD相比,CP患儿在击鼓节奏和BBT方面表现出双侧损伤,主要非优势脑区α和β增加,γ脑带激活减少。在两组中,手工任务都比单手任务表现出更低的表现和更大的α和β波段激活。脑电活动和BBT相关性在TD中呈正相关,而在CP中呈负相关。讨论:本研究表明,CP患儿双侧运动表现较差,脑电活动与TD的差异与之前双侧CP的单手结果相似,然而,更复杂的双手任务可能会发现更大的差异。结论:双侧CP患者的双手功能缺陷和脑电图差异的证据加强了对其上肢功能的研究和临床关注的必要性。
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引用次数: 0
LLMs achieve adult human performance on higher-order theory of mind tasks. llm在高阶心智理论任务上实现了成年人的表现。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-02 eCollection Date: 2025-01-01 DOI: 10.3389/fnhum.2025.1633272
Winnie Street, John Oliver Siy, Geoff Keeling, Adrien Baranes, Benjamin Barnett, Michael McKibben, Tatenda Kanyere, Alison Lentz, Blaise Agüera Y Arcas, Robin I M Dunbar

This paper examines the extent to which large language models (LLMs) are able to perform tasks which require higher-order theory of mind (ToM)-the human ability to reason about multiple mental and emotional states in a recursive manner (e.g., I think that you believe that she knows). This paper builds on prior work by introducing a handwritten test suite-Multi-Order Theory of Mind Q&A-and using it to compare the performance of five LLMs of varying sizes and training paradigms to a newly gathered adult human benchmark. We find that GPT-4 and Flan-PaLM reach adult-level and near adult-level performance on our ToM tasks overall, and that GPT-4 exceeds adult performance on 6th order inferences. Our results suggest that there is an interplay between model size and finetuning for higher-order ToM performance, and that the linguistic abilities of large models may support more complex ToM inferences. Given the important role that higher-order ToM plays in group social interaction and relationships, these findings have significant implications for the development of a broad range of social, educational and assistive LLM applications.

本文考察了大型语言模型(llm)在多大程度上能够执行需要高阶心智理论(ToM)的任务——人类以递归方式推理多种心理和情感状态的能力(例如,我认为你相信她知道)。本文建立在先前工作的基础上,引入了一个手写的测试套件-多阶心智理论问答-并使用它来比较五个不同大小和训练范式的llm与新收集的成人基准的性能。我们发现GPT-4和Flan-PaLM在我们的ToM任务上的总体表现达到和接近成人水平,而GPT-4在六阶推理上的表现超过成人水平。我们的研究结果表明,模型大小和高阶ToM性能的微调之间存在相互作用,并且大型模型的语言能力可能支持更复杂的ToM推理。考虑到高阶ToM在群体社会互动和关系中所起的重要作用,这些发现对广泛的社会、教育和辅助法学硕士应用的发展具有重要意义。
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引用次数: 0
Low perioperative hemoglobin as an independent detrimental predictor of functional outcome after basal ganglia hemorrhage: development and validation of a composite prognostic model. 低围手术期血红蛋白作为基底神经节出血后功能结局的独立有害预测因子:复合预后模型的开发和验证。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2025-12-30 eCollection Date: 2025-01-01 DOI: 10.3389/fnhum.2025.1745109
Xia Li, Lijun Zhang, Zhikun Yang, Jian Ding, Yanfei Yu, Shuo Yang, Feng Duan, Yi Dong

Background: Basal ganglia hemorrhage (BGH) is a life-threatening neurosurgical emergency associated with substantial mortality and disability. Accurate postoperative prognosis assessment remains challenging due to multifactorial influences. Hemoglobin (HB), as the key determinant of oxygen delivery, may play a critical role in neurological recovery, yet the prognostic significance of perioperative HB fluctuations in BGH has not been fully elucidated.

Methods: A retrospective cohort of 213 surgically treated BGH patients from 2020 to 2023 was analyzed. Perioperative HB indices, including preoperative (Pre-HB), postoperative (Post-HB), and mean HB (Mean-HB) levels, were evaluated alongside clinical data. Functional outcome at 6 months was determined based on the modified Rankin Scale (mRS). Least absolute shrinkage and selection operator (LASSO) regression together with multivariate logistic regression models were utilized to screen for independent risk variables, followed by construction of a composite predictive model. Model discrimination, calibration, and evaluation of the model's clinical applicability were conducted using receiver operating characteristic (ROC) analysis, calibration plots, and decision curve analysis (DCA).

Results: Patients with poor prognosis exhibited significantly lower Pre-HB, Post-HB, and Mean-HB levels (all P < 0.05). Multivariate analysis confirmed these variables as independent predictors of adverse outcome. The proposed model provides a practical and data-driven tool that demonstrated good predictive performance (AUC = 0.84) in a single-center retrospective cohort. Calibration and DCA demonstrated good consistency and potential clinical applicability.

Conclusion: Perioperative declines in HB are independently associated with poor postoperative outcomes in BGH. The proposed HB-integrated model provides a reliable, dynamic tool for individualized risk prediction, facilitating precision perioperative management and optimized recovery strategies.

背景:基底神经节出血(BGH)是一种危及生命的神经外科急症,与大量死亡和残疾有关。由于多因素影响,准确的术后预后评估仍然具有挑战性。血红蛋白(HB)作为氧气输送的关键决定因素,可能在神经系统恢复中发挥关键作用,但BGH围手术期HB波动的预后意义尚未完全阐明。方法:对2020年至2023年213例手术治疗的BGH患者进行回顾性队列分析。围手术期HB指数,包括术前(Pre-HB)、术后(Post-HB)和平均HB (mean -HB)水平,与临床数据一起评估。根据改良Rankin量表(mRS)确定6个月时的功能结局。利用最小绝对收缩和选择算子(LASSO)回归结合多元逻辑回归模型筛选独立风险变量,构建复合预测模型。采用受试者工作特征(ROC)分析、校正图和决策曲线分析(DCA)对模型进行判别、校正和临床适用性评价。结果:预后较差的患者hb前期、后、Mean-HB水平均显著降低(P < 0.05)。多变量分析证实这些变量是不良结果的独立预测因子。该模型提供了一种实用的数据驱动工具,在单中心回顾性队列中显示出良好的预测性能(AUC = 0.84)。校准和DCA具有良好的一致性和潜在的临床适用性。结论:围手术期HB下降与BGH术后不良预后独立相关。所提出的hb集成模型为个性化风险预测提供了可靠、动态的工具,有助于精确的围手术期管理和优化恢复策略。
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引用次数: 0
Correction: Retraining dorsal visual pathways improves cognitive skills and executive control networks following mild traumatic brain injury. 纠正:再训练背侧视觉通路可改善轻度创伤性脑损伤后的认知技能和执行控制网络。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2025-12-29 eCollection Date: 2025-01-01 DOI: 10.3389/fnhum.2025.1764677

[This corrects the article DOI: 10.3389/fnhum.2025.1698605.].

[这更正了文章DOI: 10.3389/fnhum.2025.1698605.]。
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引用次数: 0
Gender perception of pareidolia faces in emergency department patients: the influence of physician gender. 急诊科患者幻想性视错觉面孔的性别知觉:医生性别的影响。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2025-12-19 eCollection Date: 2025-01-01 DOI: 10.3389/fnhum.2025.1628840
Melih Çamcı, Gülsüm Akdeniz, Harun Demirci, Esra Demir Ünal, Nilgün Altuntaş

Background: The assessment of gender perception influenced by ambiguous facial cues in patients requiring emergency medical attention remains ambiguous. Pareidolia faces represent unconscious errors in facial recognition, wherein a wide array of visual attributes contribute to the interpretation of facial features. This study aims to explore the mechanisms underlying gender perception in individuals undergoing emergency medical treatment, employing an innovative digital pareidolia assessment to evaluate gender perception within the context of face pareidolia.

Methods: Fifty adult patients treated by a female physician in the green triage zone participated in the study. Target images consisted of face pareidolia images, while non-target images were scrambled. All images were standardized for size, tone, and light intensity. Patients instructed the pareidolia images and were asked if they discerned a face; if they answered 'No,' the next image was shown. If they saw a face, they identified the associated gender. Their responses and reaction times were systematically recorded digitally.

Results: Our findings revealed that, regardless of wait times, patients were significantly more likely to identify pareidolia faces as male rather than female, especially after being examined by a female physician. Additionally, male patients exhibited slightly longer reaction times than females when responding to pareidolia images.

Conclusion: The outcomes of this investigation provide critical insights into the influence of pareidolia on gender perception of faces in the emergency department setting. It underscores the notion that gender biases, which arise from both biological and sociocultural factors, can affect the dynamics of patient-physician interactions.

背景:在需要紧急医疗护理的患者中,性别知觉受模糊面部线索影响的评估仍然不明确。空想性视错觉代表了面部识别中的无意识错误,其中大量的视觉属性有助于对面部特征的解释。本研究旨在探讨急诊医疗个体性别知觉的机制,采用创新的数字幻想性视错觉评估方法来评估面部幻想性视错觉背景下的性别知觉。方法:在绿色分诊区接受女医师治疗的50例成年患者参与研究。目标图像由面部空想性视错觉图像组成,而非目标图像则被打乱。所有图像的大小、色调和光强度都经过标准化处理。研究人员询问患者是否能辨认出一张面孔;如果他们回答“否”,就会显示下一张图片。如果他们看到一张脸,他们就会识别出相关的性别。他们的反应和反应时间被系统地记录下来。结果:我们的研究结果显示,无论等待时间如何,患者更有可能将空想性视错觉的面孔识别为男性而不是女性,特别是在由女医生检查后。此外,男性患者对空想性视错觉图像的反应时间比女性患者稍长。结论:本研究结果对急诊科患者视错觉对面孔性别认知的影响提供了重要的见解。它强调了这样一种观念,即性别偏见,源于生物和社会文化因素,可以影响医患互动的动态。
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引用次数: 0
Leveraging transcranial ultrasound stimulation to enhance self-regulation in emotion and sleep. 利用经颅超声刺激增强情绪和睡眠的自我调节。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2025-12-19 eCollection Date: 2025-01-01 DOI: 10.3389/fnhum.2025.1594106
Suraya Dunsford, Mica Komarnyckyj, Elsa Fouragnan

This Perspective article discusses the emerging potential of transcranial ultrasound stimulation (TUS) as a non-invasive neuromodulatory technique for enhancing self-regulatory processes, particularly emotion and sleep regulation, in healthy individuals. Offering high spatial precision and the ability to target both cortical and deep brain regions, TUS uses focused ultrasound waves to induce acute and delayed effects on brain activity. We propose that combining TUS with neurofeedback methods and/or specific cognitive training exercises may capitalise on these neuroplastic effects, thereby augmenting and prolonging their impact to support lasting improvements in self-regulation. We focus on the domains of sleep and emotion regulation, where such an integrated approach may strengthen resilience and promote healthier functioning in the general population. Our aim is to highlight the potential of TUS-based integrated interventions for supporting mental health and well-being in non-clinical populations and to outline key directions for future research.

这篇透视文章讨论了经颅超声刺激(TUS)作为一种非侵入性神经调节技术的新兴潜力,用于增强健康个体的自我调节过程,特别是情绪和睡眠调节。TUS具有高空间精度和瞄准皮质和深部脑区域的能力,使用聚焦超声波诱导大脑活动的急性和延迟效应。我们建议将TUS与神经反馈方法和/或特定的认知训练练习相结合,可以利用这些神经可塑性效应,从而增强和延长其影响,以支持自我调节的持久改善。我们专注于睡眠和情绪调节领域,在这些领域,这样的综合方法可以增强复原力,促进普通人群更健康的功能。我们的目的是强调以美国为基础的综合干预措施在支持非临床人群的心理健康和福祉方面的潜力,并概述未来研究的关键方向。
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引用次数: 0
Effect of deep brain stimulation on motor complications in Parkinson's disease: a systematic review and meta-analysis. 脑深部刺激对帕金森病运动并发症的影响:系统回顾和荟萃分析
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2025-12-18 eCollection Date: 2025-01-01 DOI: 10.3389/fnhum.2025.1684229
Hu Xu, Xing Wan, Qi Tu, Huahui Chen, Minfeng Tong, Zhijian Xu, Dandan Cai

Background: Deep brain stimulation (DBS) significantly improves tremor, rigidity, bradykinesia, and dyskinesia for patients with Parkinson's disease (PD), but gait and speech remain inconsistent. These discrepancies underscore the need for a systematic, quantitative synthesis of existing data to clarify the impact of DBS across different motor domains.

Objective: To systematically evaluate the effects of DBS on motor symptoms in PD by analyzing UPDRS-III scores and conducting subgroup analyses based on stimulation target, stimulation type, and medication status.

Methods: A literature search was conducted to identify relevant studies on clinical trials and observational studies reporting pre- and post-DBS motor assessments in PubMed, Embase, the Cochrane Central Register of Controlled Trials (CENTRAL), Ovid MEDLINE, and Web of Science from inception to 15 December 2024.

Results: A total of 35 studies comprising 1,082 PD patients were included. The pooled analysis demonstrated a significant improvement in overall UPDRS-III scores post-DBS (WMD: = -1.09, 95% CI: -1.32 to -0.87, p < 0.05). Subgroup analyses showed consistent improvements across tremor, rigidity, akinesia, bradykinesia, dyskinesia, and axial symptoms, regardless of stimulation target or medication state. UPDRS Part IV scores also significantly improved, reflecting reduced motor complications. However, speech function remained unchanged, and UPDRS Part I scores initially showed no significant improvement, though significance emerged after removing sources of heterogeneity.

Conclusion: DBS significantly improves overall motor function, particularly tremor, rigidity, and bradykinesia. However, its effects on gait and speech remain inconsistent, which shows the need for further research to refine patient selection and optimize stimulation parameters. These findings provide valuable insights into the therapeutic impact of DBS in PD management.

背景:深部脑刺激(DBS)可显著改善帕金森病(PD)患者的震颤、强直、运动迟缓和运动障碍,但步态和语言仍不一致。这些差异强调需要对现有数据进行系统、定量的综合,以阐明DBS对不同运动域的影响。目的:通过分析UPDRS-III评分,并根据刺激靶点、刺激类型、用药状况进行亚组分析,系统评价DBS对PD患者运动症状的影响。方法:检索PubMed、Embase、Cochrane Central Register of Controlled trials (Central)、Ovid MEDLINE和Web of Science从成立到2024年12月15日的文献,以确定报道dbs前后运动评估的临床试验和观察性研究的相关研究。结果:共纳入35项研究,1082例PD患者。合并分析显示DBS后总体UPDRS-III评分有显著改善(WMD: = -1.09, 95% CI: -1.32至-0.87,p )。结论:DBS可显著改善整体运动功能,特别是震颤、强直和运动迟缓。然而,其对步态和语言的影响仍然不一致,这表明需要进一步研究来完善患者选择和优化刺激参数。这些发现为DBS在PD治疗中的治疗作用提供了有价值的见解。
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引用次数: 0
Improved filter bank common spatial pattern algorithm based on the sparrow search algorithm. 基于麻雀搜索算法的改进滤波器组公共空间模式算法。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2025-12-18 eCollection Date: 2025-01-01 DOI: 10.3389/fnhum.2025.1679329
Yingyu Cao, Jihui Ding, Zhenxi Zhao, Yongzheng He, Moxiao Fu, Xuecheng Liu, Xiangpeng Lyv

Introduction: The application of motor imagery in human-computer interaction and rehabilitative medicine has attracted growing attention due to recent advances in brain-computer interface technologies. However, traditional EEG decoding paradigms based on fixed frequency-band segmentation often exhibit limited performance because they fail to capture individual variability in brain rhythms.

Methods: This work proposes an adaptive method that integrates the sparrow search algorithm (SSA) with Filter Bank Common Spatial Pattern (FBCSP) to optimize sub-band segmentation for motor imagery EEG decoding. SSA adaptively searches for optimal sub-band boundaries, enabling individualized frequency-band selection.

Results: Experiments on the BCI Competition IV 2a dataset under a cross-session evaluation protocol (training on session T, testing on session E) demonstrated that SSA-FBCSP effectively improves frequency-band adaptability. The SSA-FBCSP approach was further combined with Support Vector Machine (SVM), Linear Discriminant Analysis (LDA), and k-Nearest Neighbor (KNN) classifiers to evaluate the influence of different downstream classifiers.

Conclusion: Among them, SSA-FBCSP-LDA achieved the best performance, outperforming the conventional uniform sub-band approach by 21.76% and reaching an average accuracy of 89.92%. The adaptively selected sub-bands closely matched the ERD/ERS distribution, confirming the method's effectiveness in frequency-band optimization. Compared with recent deep-learning-based MI-EEG models, the proposed technique offers a balance of accuracy, interpretability, and computational efficiency, providing a promising direction for personalized brain-computer interface systems.

随着脑机接口技术的发展,运动图像在人机交互和康复医学中的应用越来越受到人们的关注。然而,传统的基于固定频带分割的脑电图解码模式由于无法捕捉大脑节律的个体差异,往往表现出有限的性能。方法:提出一种将麻雀搜索算法(SSA)与滤波组公共空间模式(FBCSP)相结合的自适应方法,优化运动图像脑电解码的子带分割。SSA自适应搜索最优子带边界,实现个性化的频带选择。结果:在跨会话评估协议(会话T训练,会话E测试)下的BCI Competition IV 2a数据集上的实验表明,SSA-FBCSP有效提高了频段适应性。进一步将SSA-FBCSP方法与支持向量机(SVM)、线性判别分析(LDA)和k-近邻(KNN)分类器相结合,评估不同下游分类器的影响。结论:其中SSA-FBCSP-LDA表现最佳,优于常规均匀子带法21.76%,平均准确率为89.92%。自适应选择的子带与ERD/ERS分布吻合较好,验证了该方法在频段优化中的有效性。与最近基于深度学习的MI-EEG模型相比,该技术在准确性、可解释性和计算效率方面取得了平衡,为个性化脑机接口系统提供了一个有希望的方向。
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引用次数: 0
Effectiveness of a teletherapy-based phonological short-term memory training in reducing phonological impairments in the logopenic variant of primary progressive aphasia: a multiple case study. 基于远程治疗的语音短期记忆训练在减少原发性进行性失语症的语音障碍中的有效性:一项多病例研究。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2025-12-18 eCollection Date: 2025-01-01 DOI: 10.3389/fnhum.2025.1724345
Guillaume Duboisdindien, Monica Lavoie, Robert Laforce, Joel Macoir

The logopenic variant of Primary Progressive Aphasia (lvPPA) is marked by phonological short-term memory deficits that compromise repetition and communication. While previous interventions in PPA have primarily targeted lexical-semantic abilities, little is known about therapies that directly address phonological impairments, primarily through teletherapy. This first study investigated the efficacy of an intensive phonological short-term memory training program delivered via teletherapy in individuals with the lvPPA. The intervention aimed to improve repetition of trained items, promote generalization to untrained items, facilitate transfer to functional tasks, and ensure maintenance over time. In the present study, significant improvements were observed in both immediate and delayed repetition of trained items, with partial short-term generalization to untrained items, particularly for words in delayed tasks. No substantial generalization effects were observed for functional language tasks, including picture description and picture naming, suggesting that the intervention's impact may remain task specific. Individual trajectories revealed heterogeneous responses, potentially influenced by baseline cognitive profiles, spontaneous strategies, or fatigue. Mixed-effects models confirmed that interindividual factors explained a substantial portion of the variance. These findings support the feasibility and clinical relevance of remote phonological training in the lvPPA and underline the importance of early, personalized interventions. The study also raises the hypothesis that delayed repetition may facilitate internal rehearsal, enhancing generalization. Further research is needed to assess broader functional outcomes and optimize protocol scalability.

原发性进行性失语症(lvPPA)的词性缺失变体以语音短期记忆缺陷为特征,损害重复和交流。虽然以前对PPA的干预主要针对词汇语义能力,但对主要通过远程治疗直接解决语音障碍的治疗知之甚少。第一项研究调查了通过远程治疗对lvPPA患者进行强化语音短期记忆训练的效果。干预旨在改善训练项目的重复,促进对未训练项目的概括,促进向功能性任务的转移,并确保随着时间的推移进行维护。在本研究中,受试者对训练后的项目的即时重复和延迟重复均有显著改善,对未训练的项目有部分短期推广,特别是对延迟任务中的单词。对于功能语言任务,包括图片描述和图片命名,没有观察到实质性的泛化效应,这表明干预的影响可能仍然是任务特异性的。个体轨迹揭示了异质性反应,可能受到基线认知概况、自发策略或疲劳的影响。混合效应模型证实,个体间因素解释了很大一部分差异。这些发现支持了远程语音训练在lvPPA中的可行性和临床相关性,并强调了早期个性化干预的重要性。该研究还提出了一个假设,即延迟重复可能会促进内部排练,增强泛化。需要进一步的研究来评估更广泛的功能结果和优化协议的可扩展性。
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