temporal processing

时态处理
  • 文章类型: Journal Article
    自闭症谱系障碍(ASD)包括各种各样的衰弱症状,包括严重的感觉缺陷和语言发育异常。发育早期的感觉缺陷可能导致青少年和成人更广泛的症状学。ASD风险基因之间的机制联系,感觉加工和语言障碍尚不清楚。在ASD诊断和症状学方面也存在性别偏见。本研究旨在确定ASD的Pten缺失(10号染色体上缺失的磷酸酶和张力蛋白同源物)小鼠模型中听觉敏感性和时间处理的发育轨迹以及基因型和性别依赖性差异。听觉时间处理对于语音识别和语言发展至关重要,缺陷会导致语言障碍。然而,关于ASD动物模型中时间处理的发展知之甚少,如果有性别差异。为了解决这一重大差距,我们记录了来自发育中和成年Nse-crePTEN小鼠的额叶(FC)和听觉(AC)皮层的硬膜外脑电图(EEG)信号,其中Pten在特定皮质层(III-V层)中缺失(PTEN条件性敲除(cKO)。我们量化了静息脑电频谱功率分布,清醒和自由移动的雄性和雌性小鼠的听觉事件相关电位(ERP)和时间处理。使用噪声间隙ASSR(听觉稳态响应)刺激范例来测量时间处理。间隙持续时间和调制深度的实验操作使我们能够测量皮层夹带到声音中的快速间隙。使用试验间阶段聚类(ITPC)值量化时间处理,所述值说明试验间阶段一致性。结果显示PTENcKO小鼠在整个发育过程中静息能力分布的基因型差异。雄性和雌性cKO小鼠在AC和FC中具有显著增加的β功率,但降低了高频振荡。与对照小鼠相比,雄性和雌性PTENcKO小鼠在AC和FC中的间隙ASSR反应均显示出减少的ITPC。总的来说,缺陷在成年(p60)小鼠中变得更加突出,与对照组相比,cKO小鼠的声音诱发力显着增加,ITPC降低。虽然雄性和雌性cKO小鼠在整个发育过程中都表现出严重的时间处理缺陷,与雄性相比,雌性cKO小鼠表现出增加的超敏反应,反映为N1和P2振幅增加。这些数据鉴定了PTEN-ASD小鼠模型中的许多新的感觉加工缺陷,这些缺陷从早期就存在。时间处理异常和过敏反应可能导致ASD语言功能的异常发展。
    Autism Spectrum Disorders (ASD) encompass a wide array of debilitating symptoms, including severe sensory deficits and abnormal language development. Sensory deficits early in development may lead to broader symptomatology in adolescents and adults. The mechanistic links between ASD risk genes, sensory processing and language impairment are unclear. There is also a sex bias in ASD diagnosis and symptomatology. The current study aims to identify the developmental trajectory and genotype- and sex-dependent differences in auditory sensitivity and temporal processing in a Pten-deletion (phosphatase and tensin homolog missing on chromosome 10) mouse model of ASD. Auditory temporal processing is crucial for speech recognition and language development and deficits will cause language impairments. However, very little is known about the development of temporal processing in ASD animal models, and if there are sex differences. To address this major gap, we recorded epidural electroencephalography (EEG) signals from the frontal (FC) and auditory (AC) cortex in developing and adult Nse-cre PTEN mice, in which Pten is deleted in specific cortical layers (layers III-V) (PTEN conditional knock-out (cKO). We quantified resting EEG spectral power distribution, auditory event related potentials (ERP) and temporal processing from awake and freely moving male and female mice. Temporal processing is measured using a gap-in-noise-ASSR (auditory steady state response) stimulus paradigm. The experimental manipulation of gap duration and modulation depth allows us to measure cortical entrainment to rapid gaps in sounds. Temporal processing was quantified using inter-trial phase clustering (ITPC) values that account for phase consistency across trials. The results show genotype differences in resting power distribution in PTEN cKO mice throughout development. Male and female cKO mice have significantly increased beta power but decreased high frequency oscillations in the AC and FC. Both male and female PTEN cKO mice show diminished ITPC in their gap-ASSR responses in the AC and FC compared to control mice. Overall, deficits become more prominent in adult (p60) mice, with cKO mice having significantly increased sound evoked power and decreased ITPC compared to controls. While both male and female cKO mice demonstrated severe temporal processing deficits across development, female cKO mice showed increased hypersensitivity compared to males, reflected as increased N1 and P2 amplitudes. These data identify a number of novel sensory processing deficits in a PTEN-ASD mouse model that are present from an early age. Abnormal temporal processing and hypersensitive responses may contribute to abnormal development of language function in ASD.
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  • 文章类型: Journal Article
    这项工作演示了使用后端兼容薄膜晶体管(TFT)和一氧化锡(SnO)作为神经形态计算的通道材料的物理储层。沟道界面处的电子俘获和时间依赖性去俘获使SnO·TFT表现出衰落记忆和非线性特性,物理油藏计算的关键资产。TFT的三端子配置允许通过同时调整栅极和漏极端子的偏置条件来生成更高维的储存器状态,超越了典型的双终端水库的性能,如忆阻器。高维SnOTFT储层在两个基准测试中表现异常出色,在改良的国家标准与技术研究所手写数字识别中实现了94.1%的准确率,在Mackey-Glass时间序列预测中实现了0.089的归一化均方根误差。此外,它适用于垂直集成,因为它的制造温度<250°C,提供实现高集成密度的好处。
    This work demonstrates a physical reservoir using a back-end-of-line compatible thin-film transistor (TFT) with tin monoxide (SnO) as the channel material for neuromorphic computing. The electron trapping and time-dependent detrapping at the channel interface induce the SnO·TFT to exhibit fading memory and nonlinearity characteristics, the critical assets for physical reservoir computing. The three-terminal configuration of the TFT allows the generation of higher-dimensional reservoir states by simultaneously adjusting the bias conditions of the gate and drain terminals, surpassing the performances of typical two-terminal-based reservoirs such as memristors. The high-dimensional SnO TFT reservoir performs exceptionally in two benchmark tests, achieving a 94.1% accuracy in Modified National Institute of Standards and Technology handwritten number recognition and a normalized root-mean-square error of 0.089 in Mackey-Glass time-series prediction. Furthermore, it is suitable for vertical integration because its fabrication temperature is <250 °C, providing the benefit of achieving a high integration density.
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  • 文章类型: Journal Article
    听觉时间处理是听觉流分离的重要组成部分,或将复杂的声音分离并组织成感知上有意义的对象的过程。时间处理会在听力损失之前退化,并且被认为是导致正常听力听众在噪声中语音感知困难的一个因素。当前的研究在中年人中检验了这一假设-一个调查不足的队列,尽管是最早报告噪音障碍的年龄组。在76名参与者中,测量了三种时间处理机制:使用耳蜗电描记术的周围听觉神经功能,周期性语音提示的皮层下编码(即,基频;F0)使用频率跟随响应,以及使用双频调制检测任务的双耳对时间精细结构(TFS)的灵敏度。对语音在噪声中的感知进行了两种测量,以探索语音感知任务中存在的不同感官需求如何介导时间处理的贡献。这项研究支持以下假设:时间编码缺陷会导致中年听众的噪声语音困难。较差的噪声语音感知与较弱的皮层下F0编码和双耳TFS灵敏度相关,但是在不同的背景下,强调基于噪声中语音任务特征,区分地利用了时间处理的各个方面。
    Auditory temporal processing is a vital component of auditory stream segregation, or the process in which complex sounds are separated and organized into perceptually meaningful objects. Temporal processing can degrade prior to hearing loss, and is suggested to be a contributing factor to difficulties with speech-in-noise perception in normal-hearing listeners. The current study tested this hypothesis in middle-aged adults-an under-investigated cohort, despite being the age group where speech-in-noise difficulties are first reported. In 76 participants, three mechanisms of temporal processing were measured: peripheral auditory nerve function using electrocochleography, subcortical encoding of periodic speech cues (i.e., fundamental frequency; F0) using the frequency following response, and binaural sensitivity to temporal fine structure (TFS) using a dichotic frequency modulation detection task. Two measures of speech-in-noise perception were administered to explore how contributions of temporal processing may be mediated by different sensory demands present in the speech perception task. This study supported the hypothesis that temporal coding deficits contribute to speech-in-noise difficulties in middle-aged listeners. Poorer speech-in-noise perception was associated with weaker subcortical F0 encoding and binaural TFS sensitivity, but in different contexts, highlighting that diverse aspects of temporal processing are differentially utilized based on speech-in-noise task characteristics.
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  • 文章类型: Journal Article
    人类的大脑是一个建设性的器官。它生成预测以调节其功能并不断适应动态环境。越来越多,运动和非运动行为的时间维度被认为是这种预测偏差的关键组成部分。然而,编码的神经机制的复杂相互作用,解码和评估时间信息以产生时间感,并且对感觉运动定时的控制在很大程度上仍然难以捉摸。在几个大脑系统中,基底神经节一直与基于间隔和节拍的计时操作相关。考虑到基底神经节紧密嵌入多个复杂的神经功能网络,很明显,它们必须与其他近端和远端大脑系统相互作用。而基底神经节输出的主要目标是丘脑,许多区域与基底神经节的纹状体相连,他们的主要输入继电器。这建立了广泛的连通性,形成与其他系统(如小脑和辅助运动区)相关的一阶和二阶相互作用的基础。然而,除了这种结构上的相互联系,需要考虑其他功能,以更好地理解它们对时间预测适应的贡献。为此,我们发展了基于间隔的图案的概念,被认为是暂时明确的分层排序操作,将运动和非运动行为作为基底神经节功能的常见解释。
    The human brain is a constructive organ. It generates predictions to modulate its functioning and continuously adapts to a dynamic environment. Increasingly, the temporal dimension of motor and non-motor behaviour is recognised as a key component of this predictive bias. Nevertheless, the intricate interplay of the neural mechanisms that encode, decode and evaluate temporal information to give rise to a sense of time and control over sensorimotor timing remains largely elusive. Among several brain systems, the basal ganglia have been consistently linked to interval- and beat-based timing operations. Considering the tight embedding of the basal ganglia into multiple complex neurofunctional networks, it is clear that they have to interact with other proximate and distal brain systems. While the primary target of basal ganglia output is the thalamus, many regions connect to the striatum of the basal ganglia, their main input relay. This establishes widespread connectivity, forming the basis for first- and second-order interactions with other systems implicated in timing such as the cerebellum and supplementary motor areas. However, next to this structural interconnectivity, additional functions need to be considered to better understand their contribution to temporally predictive adaptation. To this end, we develop the concept of interval-based patterning, conceived as a temporally explicit hierarchical sequencing operation that underlies motor and non-motor behaviour as a common interpretation of basal ganglia function.
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  • 文章类型: Journal Article
    融合的实验和计算证据表明,在秒的尺度上,大脑通过改变神经活动的模式来编码时间。实验上,已经观察到两种可以编码时间的神经动力学机制的一般形式:神经群体时钟和斜坡活动。神经群体时钟提供了一个高维代码来生成复杂的时空输出模式,其中每个神经元表现出非线性时间轮廓。神经群体时钟的典型例子是神经序列,在不同物种中观察到的,大脑区域,和行为范式。此外,神经序列出现在训练用来解决时间相关任务的人工神经网络中。这里,我们研究神经序列在时间编码中的作用,以及它们如何以生物学上合理的方式出现。我们得出的结论是,神经序列可能代表执行时间计算的规范计算机制。
    Converging experimental and computational evidence indicate that on the scale of seconds the brain encodes time through changing patterns of neural activity. Experimentally, two general forms of neural dynamic regimes that can encode time have been observed: neural population clocks and ramping activity. Neural population clocks provide a high-dimensional code to generate complex spatiotemporal output patterns, in which each neuron exhibits a nonlinear temporal profile. A prototypical example of neural population clocks are neural sequences, which have been observed across species, brain areas, and behavioral paradigms. Additionally, neural sequences emerge in artificial neural networks trained to solve time-dependent tasks. Here, we examine the role of neural sequences in the encoding of time, and how they may emerge in a biologically plausible manner. We conclude that neural sequences may represent a canonical computational regime to perform temporal computations.
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  • 文章类型: Journal Article
    前扣带皮质(ACC)活动对于需要随着时间的推移整合多种体验的能力的手术很重要,比如规则学习,认知灵活性,工作记忆,和长期记忆回忆。为了阐明这一点,我们分析了大鼠在一小时的疗程中重复相同行为时的神经元活动,以研究活动随时间的变化。当大鼠在三个不同的响应端口(n=5)执行无决策操作任务时,我们记录了神经元集合。神经元状态空间分析显示,行为的每次重复都是不同的,最近的行为比时间间隔更远的行为更相似。ACC活动主要是缓慢的,神经状态空间的低维表示与行为节奏一致的逐渐变化。时间进展,或漂移,在每个会议的最高主要组成部分上都很明显,并且是由经验的积累而不是内部时钟驱动的。值得注意的是,这些信号在受试者之间是一致的,允许我们根据不同动物的数据训练的模型准确预测试验次数。我们观察到,在延长的持续时间(数十分钟)内,非连续的斜坡点火率驱动了低维集合表示。40%的ACC神经元放电在一系列试验长度上倾斜,并且持续时间较短的倾斜神经元的组合产生了追踪较长持续时间的集合。这些发现为ACC提供了有价值的见解,在合奏级别,通过反映长期经验的积累来传达时间信息。
    Anterior cingulate cortex (ACC) activity is important for operations that require the ability to integrate multiple experiences over time, such as rule learning, cognitive flexibility, working memory, and long-term memory recall. To shed light on this, we analyzed neuronal activity while rats repeated the same behaviors during hour-long sessions to investigate how activity changed over time. We recorded neuronal ensembles as rats performed a decision-free operant task with varying reward likelihoods at three different response ports (n = 5). Neuronal state space analysis revealed that each repetition of a behavior was distinct, with more recent behaviors more similar than those further apart in time. ACC activity was dominated by a slow, gradual change in low-dimensional representations of neural state space aligning with the pace of behavior. Temporal progression, or drift, was apparent on the top principal component for every session and was driven by the accumulation of experiences and not an internal clock. Notably, these signals were consistent across subjects, allowing us to accurately predict trial numbers based on a model trained on data from a different animal. We observed that non-continuous ramping firing rates over extended durations (tens of minutes) drove the low-dimensional ensemble representations. 40% of ACC neurons\' firing ramped over a range of trial lengths and combinations of shorter duration ramping neurons created ensembles that tracked longer durations. These findings provide valuable insights into how the ACC, at an ensemble level, conveys temporal information by reflecting the accumulation of experiences over extended periods.
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  • 文章类型: Journal Article
    年长的听众很难处理对单词辨别很重要的时间线索,和不足的处理可能会限制他们从这些线索中受益的能力。这里,我们调查了衰老对辅音转换的感知和神经表现的影响,以及有助于成功感知的因素。为了进一步了解从脑干到皮层的处理变化的潜在神经机制,我们还研究了导致大脑皮层振幅增大的因素.我们招募了30名年轻听力正常的参与者和30名年龄较大的听力正常的参与者,他们符合临床听力正常的标准。在辅音转换持续时间的7步连续体中,获得了BEAT和WHEAT单词的感知识别函数。记录听性脑干对点击刺激的反应(ABR),并记录频率跟随反应(FFR)和皮层听觉诱发电位到BEAT-WHEAT连续体的终点。识别BEAT的感知性能与WHEAT在年轻和年长的听众之间没有差异。然而,皮质下和皮质下的神经表征测量显示年龄组差异,因此,与年轻听众相比,年龄较大的FFR锁相较低,但皮质振幅(P1和N1)较高.ABR波I振幅和FFR相位锁定,但不是测听阈值,预测早期皮质振幅。相位锁定到过渡区域和早期皮层峰值幅度(P1)预测了感知识别功能的性能。总的来说,结果表明,过渡持续时间的神经表现和皮质过度补偿可能有助于感知过渡持续时间对比的能力。皮质过度补偿似乎是对神经放电/同步性降低的适应不良反应。
    Older listeners have difficulty processing temporal cues that are important for word discrimination, and deficient processing may limit their ability to benefit from these cues. Here, we investigated aging effects on perception and neural representation of the consonant transition and the factors that contribute to successful perception. To further understand the neural mechanisms underlying the changes in processing from brainstem to cortex, we also examined the factors that contribute to exaggerated amplitudes in cortex. We enrolled 30 younger normal-hearing and 30 older normal-hearing participants who met the criteria of clinically normal hearing. Perceptual identification functions were obtained for the words BEAT and WHEAT on a 7-step continuum of consonant-transition duration. Auditory brainstem responses (ABRs) were recorded to click stimuli and frequency-following responses (FFRs) and cortical auditory-evoked potentials were recorded to the endpoints of the BEAT-WHEAT continuum. Perceptual performance for identification of BEAT vs. WHEAT did not differ between younger and older listeners. However, both subcortical and cortical measures of neural representation showed age group differences, such that FFR phase locking was lower but cortical amplitudes (P1 and N1) were higher in older compared to younger listeners. ABR Wave I amplitude and FFR phase locking, but not audiometric thresholds, predicted early cortical amplitudes. Phase locking to the transition region and early cortical peak amplitudes (P1) predicted performance on the perceptual identification function. Overall, results suggest that the neural representation of transition durations and cortical overcompensation may contribute to the ability to perceive transition duration contrasts. Cortical overcompensation appears to be a maladaptive response to decreased neural firing/synchrony.
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  • 文章类型: Journal Article
    背景:自闭症谱系障碍(ASD)目前在美国44名儿童中约有1名被诊断出,基于各种各样的症状,包括感觉功能障碍和语言发育异常。男孩的诊断频率是女孩的3.8倍。听觉时间处理对于语音识别和语言发展至关重要。时间处理的异常发展可能是ASD语言障碍的原因。时间处理发展的性别差异可能是ASD男女儿童语言结果差异的基础。要了解时间处理中潜在性别差异的机制,需要临床前模型。然而,在ASD的任何动物模型中,没有研究解决了整个发育过程中时间处理的性别差异。
    方法:为了填补这一主要空白,我们比较了雄性和雌性野生型(WT)和Fmr1敲除(KO)小鼠的听觉时间处理的发展,脆性X综合征(FXS)模型,ASD相关行为的主要遗传原因。使用硬膜外螺钉电极,我们记录了听觉事件相关电位(ERP)和听觉时间处理,在年轻(出生后(p)21和p30)和成人(p60)年龄的听觉和额叶皮层清醒,自由移动的老鼠
    结果:结果表明,与WT对应物相比,Fmr1KO小鼠在整个发育过程中的两种性别的ERP幅度均增强,成年雌性比成年雄性KO小鼠增强更大。缺口-ASSR赤字出现在额叶,但不是听觉,雌性KO小鼠早期发育中的皮质(p21)。与雄性KO小鼠不同,雌性KO小鼠在p30时显示WT样时间处理。两种性别的成年小鼠都没有时间处理缺陷。
    结论:这些结果表明Fmr1KO小鼠的时间加工和超敏反应的发育轨迹存在性别差异。雄性KO小鼠表现出比雌性更慢的时间处理成熟。雌性KO小鼠在发育后期表现出比雄性更强的过敏反应。在各个发展的关键时期,时间加工和超敏反应的成熟率的差异可能导致语言功能的性别差异,FXS中的唤醒和焦虑。
    BACKGROUND: Autism spectrum disorder (ASD) is currently diagnosed in approximately 1 in 44 children in the United States, based on a wide array of symptoms, including sensory dysfunction and abnormal language development. Boys are diagnosed ~ 3.8 times more frequently than girls. Auditory temporal processing is crucial for speech recognition and language development. Abnormal development of temporal processing may account for ASD language impairments. Sex differences in the development of temporal processing may underlie the differences in language outcomes in male and female children with ASD. To understand mechanisms of potential sex differences in temporal processing requires a preclinical model. However, there are no studies that have addressed sex differences in temporal processing across development in any animal model of ASD.
    METHODS: To fill this major gap, we compared the development of auditory temporal processing in male and female wildtype (WT) and Fmr1 knock-out (KO) mice, a model of Fragile X Syndrome (FXS), a leading genetic cause of ASD-associated behaviors. Using epidural screw electrodes, we recorded auditory event related potentials (ERP) and auditory temporal processing with a gap-in-noise auditory steady state response (ASSR) paradigm at young (postnatal (p)21 and p30) and adult (p60) ages from both auditory and frontal cortices of awake, freely moving mice.
    RESULTS: The results show that ERP amplitudes were enhanced in both sexes of Fmr1 KO mice across development compared to WT counterparts, with greater enhancement in adult female than adult male KO mice. Gap-ASSR deficits were seen in the frontal, but not auditory, cortex in early development (p21) in female KO mice. Unlike male KO mice, female KO mice show WT-like temporal processing at p30. There were no temporal processing deficits in the adult mice of both sexes.
    CONCLUSIONS: These results show a sex difference in the developmental trajectories of temporal processing and hypersensitive responses in Fmr1 KO mice. Male KO mice show slower maturation of temporal processing than females. Female KO mice show stronger hypersensitive responses than males later in development. The differences in maturation rates of temporal processing and hypersensitive responses during various critical periods of development may lead to sex differences in language function, arousal and anxiety in FXS.
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  • 文章类型: Journal Article
    现有的理论框架提出了异常的时间处理和快速的内部时钟,用时间的高估和再现不足表示,增加参与危险行为(ERB)的可能性。该项目的主要目的是提高我们对大学生时间处理与ERB之间关系的理解。本研究使用Wittmann和Paulus(2008)的理论框架来研究大学生的时间处理和ERB之间的关联。大学生参与者(N=215)完成了ERB的自我报告措施,延迟厌恶,抑制控制,ADHD症状与客观认知时间估计和时间再现任务。时间估计准确性与较低的性危险行为(OR=.988;95%CI:.979,.996;p=.006)和攻击行为(OR=.989;95%CI:.980,.998;p=.018)显著相关。时间繁殖与ERB无显著相关性。本研究为异常时间处理之间的关联提供了初步支持,即异常时间估计,和ERB在大学生中。
    An existing theoretical framework proposes that aberrant temporal processing and a fast internal clock, denoted by overestimation and under-reproduction of time, increases the likelihood of engagement in risky behaviors (ERB). The primary aim of this project was to improve our understanding of the relationship between temporal processing and ERB in college students. The present study used the Wittmann and Paulus (2008) theoretical framework to examine the associations between temporal processing and ERB in college students. College student participants (N = 215) completed self-report measures of ERB, delay aversion, inhibitory control, ADHD symptoms and objective cognitive time estimation and time reproduction tasks. Time estimation accuracy was significantly associated with lower engagement in sexual risk behaviors (OR = .988; 95% CI: .979, .996; p = .006) and aggressive behaviors (OR = .989; 95% CI: .980, .998; p = .018). Time reproduction was not significantly associated with ERB. The present study established preliminary support for the associations between aberrant temporal processing, namely aberrant time estimation, and ERB among college students.
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  • 文章类型: Journal Article
    背景:通过听觉神经系统的神经可塑性来康复听力和听力困难是一种有前途的技术。成人音乐家增强听觉处理的证据通常不是基于临床听觉处理测试,并且在接受音乐教育的儿童中缺乏。
    目的:本研究的目的是研究接受音乐教育的成人和儿童的听觉处理的时间分辨率和频率辨别要素,并将其与未接受音乐教育的儿童进行比较。
    方法:参与者包括10名未经音乐训练的儿童和10名接受音乐训练的儿童,平均年龄为11.3岁,范围为8-15岁,以及10名未经音乐教育的成年人和10名接受音乐教育的成年人,平均年龄为38.1岁,范围为30-45岁。所有参与者都进行了两次时间分辨率测试(GIN:噪声间隙和RGDT:随机间隙检测测试),时间排序频率测试(FPT:频率模式测试),和频率辨别测试(DLF:频率的不同限制)。
    结果:所有测试结果显示,儿童和成人的双耳音乐训练表现更好。
    结论:正式音乐教育对儿童和成人的特定听觉处理元素都有积极作用。更大的样品,纵向研究,以及听力和/或听觉处理受损的群体需要进一步证实所显示的效果。
    BACKGROUND: Rehabilitation of hearing and listening difficulties through neuroplasticity of the auditory nervous system is a promising technique. Evidence of enhanced auditory processing in adult musicians is often not based on clinical auditory processing tests and is lacking in children with musical education.
    OBJECTIVE: The aim of this study is to investigate the temporal resolution and frequency discrimination elements of auditory processing both in adults and children with musical education and to compare them with those without any musical education.
    METHODS: Participants consisted of ten children without musical training and ten children with musical training with mean age 11.3 years and range 8-15 years as well as ten adults without musical education and ten adults with musical education with mean age 38.1 years and range 30-45 years. All participants were tested with two temporal resolution tests (GIN:Gaps-In-Noise and RGDT:Random Gap Detection Test), a temporal ordering frequency test (FPT:Frequency Pattern Test), and a frequency discrimination test (DLF: Different Limen for Frequency).
    RESULTS: All test results revealed better performance in both children and adults with musical training for both ears.
    CONCLUSIONS: A positive effect of formal music education for specific auditory processing elements in both children and adults is documented. Larger samples, longitudinal studies, as well as groups with impaired hearing and/or auditory processing are needed to further substantiate the effect shown.
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