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Alpha-Band Dynamics of Hearing Aid Wearers Performing the Repeat-Recall Test (RRT). 助听器佩戴者在进行重复呼叫测试 (RRT) 时的α波段动态。
IF 2.7 2区 医学 Q1 AUDIOLOGY & SPEECH-LANGUAGE PATHOLOGY Pub Date : 2024-01-01 DOI: 10.1177/23312165231222098
Christopher Slugocki, Francis Kuk, Petri Korhonen

This study measured electroencephalographic activity in the alpha band, often associated with task difficulty, to physiologically validate self-reported effort ratings from older hearing-impaired listeners performing the Repeat-Recall Test (RRT)-an integrative multipart assessment of speech-in-noise performance, context use, and auditory working memory. Following a single-blind within-subjects design, 16 older listeners (mean age = 71 years, SD = 13, 9 female) with a moderate-to-severe degree of bilateral sensorineural hearing loss performed the RRT while wearing hearing aids at four fixed signal-to-noise ratios (SNRs) of -5, 0, 5, and 10 dB. Performance and subjective ratings of listening effort were assessed for complementary versions of the RRT materials with high/low availability of semantic context. Listeners were also tested with a version of the RRT that omitted the memory (i.e., recall) component. As expected, results showed alpha power to decrease significantly with increasing SNR from 0 through 10 dB. When tested with high context sentences, alpha was significantly higher in conditions where listeners had to recall the sentence materials compared to conditions where the recall requirement was omitted. When tested with low context sentences, alpha power was relatively high irrespective of the memory component. Within-subjects, alpha power was related to listening effort ratings collected across the different RRT conditions. Overall, these results suggest that the multipart demands of the RRT modulate both neural and behavioral measures of listening effort in directions consistent with the expected/designed difficulty of the RRT conditions.

本研究测量了阿尔法波段的脑电活动(通常与任务难度有关),以从生理角度验证老年听力受损者在进行重复唤醒测试(RRT)时自我报告的努力程度,该测试是对噪声中的语音表现、语境使用和听觉工作记忆的多部分综合评估。采用单盲受试者内设计,16 位患有中重度双侧感音神经性听力损失的老年听众(平均年龄 71 岁,标准差 13 岁,女性 9 人)在佩戴助听器的情况下进行了 RRT 测试,信噪比(SNR)分别为-5、0、5 和 10 dB。对于语义上下文可用性高/低的互补版 RRT 材料,对听力表现和听力主观评分进行了评估。听者还接受了省略记忆(即回忆)部分的 RRT 测试。不出所料,结果显示随着信噪比(SNR)从 0 到 10 dB 的增加,α 功率明显下降。使用高语境句子进行测试时,与省略回忆要求的条件相比,听者必须回忆句子材料的条件下,α 功率明显较高。用低语境句子进行测试时,无论记忆成分如何,α 功率都相对较高。在被试内,α 功率与不同 RRT 条件下收集到的听力努力评级有关。总之,这些结果表明,RRT 的多部分要求会调节听力努力程度的神经和行为测量,其方向与 RRT 条件的预期/设计难度一致。
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引用次数: 0
Evaluation of a Fast Method to Measure High-Frequency Audiometry Based on Bayesian Learning. 基于贝叶斯学习的高频听力测量快速方法评估。
IF 2.7 2区 医学 Q1 AUDIOLOGY & SPEECH-LANGUAGE PATHOLOGY Pub Date : 2024-01-01 DOI: 10.1177/23312165231225545
Chiara Casolani, Ali Borhan-Azad, Rikke Skovhøj Sørensen, Josef Schlittenlacher, Bastian Epp

This study aimed to assess the validity of a high-frequency audiometry tool based on Bayesian learning to provide a reliable, repeatable, automatic, and fast test to clinics. The study involved 85 people (138 ears) who had their high-frequency thresholds measured with three tests: standard audiometry (SA), alternative forced choice (AFC)-based algorithm, and Bayesian active (BA) learning-based algorithm. The results showed median differences within ±5 dB up to 10 kHz when comparing the BA with the other two tests, and median differences within ±10 dB at higher frequencies. The variability increased from lower to higher frequencies. The BA showed lower thresholds compared to the SA at the majority of the frequencies. The results of the different tests were consistent across groups (age, hearing loss, and tinnitus). The data for the BA showed high test-retest reliability (>90%). The time required for the BA was shorter than for the AFC (4 min vs. 13 min). The data suggest that the BA test for high-frequency audiometry could be a good candidate for clinical screening. It would add reliable and significant information without adding too much time to the visit.

本研究旨在评估基于贝叶斯学习的高频测听工具的有效性,以便为诊所提供可靠、可重复、自动和快速的测试。研究涉及 85 人(138 耳),他们的高频阈值通过三种测试进行了测量:标准测听(SA)、基于替代强迫选择(AFC)的算法和基于贝叶斯主动学习(BA)的算法。结果显示,在 10 kHz 以下,BA 与其他两种测试的中位数差异在 ±5 dB 以内,在较高频率下,中位数差异在 ±10 dB 以内。变异性从低频向高频增加。在大多数频率下,BA 的阈值低于 SA。不同组别(年龄、听力损失和耳鸣)的不同测试结果是一致的。BA 的数据显示出较高的测试重复可靠性(大于 90%)。BA 所需的时间比 AFC 短(4 分钟对 13 分钟)。这些数据表明,高频测听的 BA 测试可以作为临床筛查的一个很好的候选项目。它既能提供可靠而重要的信息,又不会增加过多的就诊时间。
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引用次数: 0
An Exploration of the Memory Performance in Older Adult Hearing Aid Users on the Integrated Digit-in-Noise Test. 探讨老年助听器使用者在噪声中数字综合测试中的记忆表现。
IF 2.7 2区 医学 Q1 AUDIOLOGY & SPEECH-LANGUAGE PATHOLOGY Pub Date : 2024-01-01 DOI: 10.1177/23312165241253653
Shangqiguo Wang, Lena L N Wong

This study aimed to preliminarily investigate the associations between performance on the integrated Digit-in-Noise Test (iDIN) and performance on measures of general cognition and working memory (WM). The study recruited 81 older adult hearing aid users between 60 and 95 years of age with bilateral moderate to severe hearing loss. The Chinese version of the Montreal Cognitive Assessment Basic (MoCA-BC) was used to screen older adults for mild cognitive impairment. Speech reception thresholds (SRTs) were measured using 2- to 5-digit sequences of the Mandarin iDIN. The differences in SRT between five-digit and two-digit sequences (SRT5-2), and between five-digit and three-digit sequences (SRT5-3), were used as indicators of memory performance. The results were compared to those from the Digit Span Test and Corsi Blocks Tapping Test, which evaluate WM and attention capacity. SRT5-2 and SRT5-3 demonstrated significant correlations with the three cognitive function tests (rs ranging from -.705 to -.528). Furthermore, SRT5-2 and SRT5-3 were significantly higher in participants who failed the MoCA-BC screening compared to those who passed. The findings show associations between performance on the iDIN and performance on memory tests. However, further validation and exploration are needed to fully establish its effectiveness and efficacy.

本研究旨在初步调查综合噪音中数字测试(iDIN)的成绩与一般认知和工作记忆(WM)测试成绩之间的关联。研究招募了 81 名年龄在 60 至 95 岁之间、患有双侧中重度听力损失的老年助听器用户。中文版蒙特利尔认知评估基础(MoCA-BC)用于筛查老年人是否患有轻度认知障碍。使用普通话 iDIN 的 2 至 5 位数序列测量语音接收阈值(SRT)。五位数和两位数序列(SRT5-2)之间以及五位数和三位数序列(SRT5-3)之间的 SRT 差异被用作记忆能力的指标。测试结果与数字跨度测试(Digit Span Test)和柯西块敲击测试(Corsi Blocks Tapping Test)的结果进行了比较。SRT5-2和SRT5-3与这三种认知功能测试有显著的相关性(rs范围在-.705到-.528之间)。此外,与通过 MoCA-BC 筛选的参与者相比,未通过 MoCA-BC 筛选的参与者的 SRT5-2 和 SRT5-3 明显更高。研究结果表明,iDIN 的成绩与记忆测试的成绩之间存在关联。不过,还需要进一步验证和探索,以充分确定其有效性和功效。
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引用次数: 0
Individual Differences Underlying Preference for Processing Delay in Open-Fit Hearing Aids. 开放式助听器加工延迟偏好的个体差异。
IF 2.6 2区 医学 Q1 AUDIOLOGY & SPEECH-LANGUAGE PATHOLOGY Pub Date : 2024-01-01 DOI: 10.1177/23312165241298613
Borgný Súsonnudóttir, Borys Kowalewski, Georg Stiefenhofer, Tobias Neher

In open-fit digital hearing aids (HAs), the processing delay influences comb-filter effects that arise from the interaction of the processed HA sound with the unprocessed direct sound. The current study investigated potential relations between preferred processing delay, spectral and temporal processing abilities, and self-reported listening habits. Ten listeners with normal hearing and 20 listeners with mild-to-moderate sensorineural hearing impairments participated. Using a HA simulator, delay preference was assessed with a paired-comparison task, three types of stimuli, and five processing delays (0, 0.5, 2, 5, and 10 ms). Spectral processing was assessed with a spectral ripple discrimination (SRD) task. Temporal processing was assessed with a gap detection task. Self-reported listening habits were assessed using a shortened version of the 'sound preference and hearing habits' questionnaire. A linear mixed-effects model showed a strong effect of processing delay on preference scores (p < .001, η2 = 0.30). Post-hoc comparisons revealed no differences between either the two shortest delays or the three longer delays (all p > .05) but a clear difference between the two sets of delays (p < .001). A multiple linear regression analysis showed SRD to be a significant predictor of delay preference (p < .01, η2 = 0.29), with good spectral processing abilities being associated with a preference for short processing delay. Overall, these results indicate that assessing spectral processing abilities can guide the prescription of open-fit HAs.

在开放式数字助听器(HA)中,处理延迟会影响梳状滤波器效应,梳状滤波器效应是由经过处理的助听器声音与未经处理的直达声相互作用产生的。本研究调查了首选处理延迟、频谱和时间处理能力以及自我报告的听力习惯之间的潜在关系。10 名听力正常的听众和 20 名轻度至中度感音神经性听力障碍的听众参加了此次研究。使用 HA 模拟器,通过配对比较任务、三种类型的刺激和五种处理延迟(0、0.5、2、5 和 10 毫秒)来评估延迟偏好。频谱处理通过频谱波纹辨别(SRD)任务进行评估。时间处理通过间隙检测任务进行评估。自我报告的听力习惯通过 "声音偏好和听力习惯 "问卷的简短版本进行评估。线性混合效应模型显示,处理延迟对偏好分数有很大影响(p η2 = 0.30)。事后比较显示,两个最短延迟或三个较长延迟之间没有差异(均 p > .05),但两组延迟之间有明显差异(p p η2 = 0.29),良好的频谱处理能力与偏好短处理延迟有关。总之,这些结果表明,对频谱处理能力的评估可以指导开放拟合 HAs 的处方。
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引用次数: 0
Corrigendum to "Diagnosing Noise-Induced Hearing Loss Sustained During Military Service Using Deep Neural Networks". 利用深度神经网络诊断服兵役期间噪音导致的听力损失》的更正。
IF 2.6 2区 医学 Q1 AUDIOLOGY & SPEECH-LANGUAGE PATHOLOGY Pub Date : 2024-01-01 DOI: 10.1177/23312165241296909
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引用次数: 0
Impact of Hearing Aids on Language Outcomes in Preschool Children With Mild Bilateral Hearing Loss. 助听器对轻度双侧听力损失学龄前儿童语言成果的影响。
IF 2.7 2区 医学 Q1 AUDIOLOGY & SPEECH-LANGUAGE PATHOLOGY Pub Date : 2024-01-01 DOI: 10.1177/23312165241256721
Yu-Chen Hung, Pei-Hsuan Ho, Pei-Hua Chen, Yi-Shin Tsai, Yi-Jui Li, Hung-Ching Lin

This study aimed to investigate the role of hearing aid (HA) usage in language outcomes among preschool children aged 3-5 years with mild bilateral hearing loss (MBHL). The data were retrieved from a total of 52 children with MBHL and 30 children with normal hearing (NH). The association between demographical, audiological factors and language outcomes was examined. Analyses of variance were conducted to compare the language abilities of HA users, non-HA users, and their NH peers. Furthermore, regression analyses were performed to identify significant predictors of language outcomes. Aided better ear pure-tone average (BEPTA) was significantly correlated with language comprehension scores. Among children with MBHL, those who used HA outperformed the ones who did not use HA across all linguistic domains. The language skills of children with MBHL were comparable to those of their peers with NH. The degree of improvement in audibility in terms of aided BEPTA was a significant predictor of language comprehension. It is noteworthy that 50% of the parents expressed reluctance regarding HA use for their children with MBHL. The findings highlight the positive impact of HA usage on language development in this population. Professionals may therefore consider HAs as a viable treatment option for children with MBHL, especially when there is a potential risk of language delay due to hearing loss. It was observed that 25% of the children with MBHL had late-onset hearing loss. Consequently, the implementation of preschool screening or a listening performance checklist is recommended to facilitate early detection.

本研究旨在调查助听器(HA)的使用对 3-5 岁轻度双侧听力损失(MBHL)学龄前儿童语言能力的影响。数据来自 52 名轻度双侧听力损失(MBHL)儿童和 30 名听力正常(NH)儿童。研究考察了人口统计学、听力学因素与语言能力之间的关系。通过方差分析,比较了听力障碍儿童、非听力障碍儿童和听力正常儿童的语言能力。此外,还进行了回归分析,以确定语言能力的重要预测因素。辅助较好耳纯音平均值(BEPTA)与语言理解能力得分有明显的相关性。在患有 MBHL 的儿童中,使用 HA 的儿童在所有语言领域的表现均优于未使用 HA 的儿童。患有 MBHL 的儿童的语言能力与患有 NH 的儿童相当。从辅助 BEPTA 的角度来看,可听度的改善程度是语言理解能力的重要预测因素。值得注意的是,50% 的家长表示不愿意为患有 MBHL 的儿童使用助听器。研究结果凸显了使用助听器对该群体语言发展的积极影响。因此,专业人士可以考虑将助听器作为治疗 MBHL 儿童的一种可行方法,尤其是在听力损失可能导致语言发育迟缓的情况下。据观察,25%的 MBHL 儿童有迟发性听力损失。因此,建议实施学前筛查或听力表现检查表,以便及早发现。
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引用次数: 0
Easy as 1-2-3: Development and Evaluation of a Simple yet Valid Audiogram-Classification System. 简单如 1-2-3:开发和评估简单有效的听力图分类系统。
IF 2.7 2区 医学 Q1 AUDIOLOGY & SPEECH-LANGUAGE PATHOLOGY Pub Date : 2024-01-01 DOI: 10.1177/23312165241260041
Larry E Humes, David A Zapala

Almost since the inception of the modern-day electroacoustic audiometer a century ago the results of pure-tone audiometry have been characterized by an audiogram. For almost as many years, clinicians and researchers have sought ways to distill the volume and complexity of information on the audiogram. Commonly used approaches have made use of pure-tone averages (PTAs) for various frequency ranges with the PTA for 500, 1000, 2000 and 4000 Hz (PTA4) being the most widely used for the categorization of hearing loss severity. Here, a three-digit triad is proposed as a single-number summary of not only the severity, but also the configuration and bilateral symmetry of the hearing loss. Each digit in the triad ranges from 0 to 9, increasing as the level of the pure-tone hearing threshold level (HTL) increases from a range of optimal hearing (< 10 dB Hearing Level; HL) to complete hearing loss (≥ 90 dB HL). Each digit also represents a different frequency region of the audiogram proceeding from left to right as: (Low, L) PTA for 500, 1000, and 2000 Hz; (Center, C) PTA for 3000, 4000 and 6000 Hz; and (High, H) HTL at 8000 Hz. This LCH Triad audiogram-classification system is evaluated using a large United States (U.S.) national dataset (N = 8,795) from adults 20 to 80 + years of age and two large clinical datasets totaling 8,254 adults covering a similar age range. Its ability to capture variations in hearing function was found to be superior to that of the widely used PTA4.

几乎自一个世纪前现代电声测听仪问世以来,纯音测听的结果就以听力图为特征。几乎同样多年来,临床医生和研究人员一直在寻找方法来提炼听力图上的大量复杂信息。常用的方法是使用不同频率范围的纯音平均值(PTA),其中 500、1000、2000 和 4000 Hz 的纯音平均值(PTA4)最广泛用于听力损失严重程度的分类。在此,我们提出了一个三位数的三元组,它不仅是听力损失严重程度的单数总结,也是听力损失结构和双侧对称性的单数总结。三位数中的每个数字范围从 0 到 9,随着纯音听力阈值水平(HTL)的增加而增加,从最佳听力(< 10 dB 听力水平;HL)到完全听力损失(≥ 90 dB HL)。每个数字还代表听力图的不同频率区域,从左到右依次为(低,L)500、1000 和 2000 Hz 的 PTA;(中,C)3000、4000 和 6000 Hz 的 PTA;(高,H)8000 Hz 的 HTL。该 LCH 三联听力图分类系统通过一个大型的美国全国数据集(N = 8795)进行评估,该数据集来自 20 至 80 多岁的成年人,以及两个大型的临床数据集,共计 8254 名成年人,涵盖了相似的年龄范围。结果发现,它捕捉听力功能变化的能力优于广泛使用的 PTA4。
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引用次数: 0
The Right-Ear Advantage in Static and Dynamic Cocktail-Party Situations. 右耳在静态和动态鸡尾酒会中的优势
IF 2.6 2区 医学 Q1 AUDIOLOGY & SPEECH-LANGUAGE PATHOLOGY Pub Date : 2024-01-01 DOI: 10.1177/23312165231215916
Moritz Wächtler, Pascale Sandmann, Hartmut Meister

When presenting two competing speech stimuli, one to each ear, a right-ear advantage (REA) can often be observed, reflected in better speech recognition compared to the left ear. Considering the left-hemispheric dominance for language, the REA has been explained by superior contralateral pathways (structural models) and language-induced shifts of attention to the right (attentional models). There is some evidence that the REA becomes more pronounced, as cognitive load increases. Hence, it is interesting to investigate the REA in static (constant target talker) and dynamic (target changing pseudo-randomly) cocktail-party situations, as the latter is associated with a higher cognitive load than the former. Furthermore, previous research suggests an increasing REA, when listening becomes more perceptually challenging. The present study examined the REA by using virtual acoustics to simulate static and dynamic cocktail-party situations, with three spatially separated talkers uttering concurrent matrix sentences. Sentences were presented at low sound pressure levels or processed with a noise vocoder to increase perceptual load. Sixteen young normal-hearing adults participated in the study. The REA was assessed by means of word recognition scores and a detailed error analysis. Word recognition revealed a greater REA for the dynamic than for the static situations, compatible with the view that an increase in cognitive load results in a heightened REA. Also, the REA depended on the type of perceptual load, as indicated by a higher REA associated with vocoded compared to low-level stimuli. The results of the error analysis support both structural and attentional models of the REA.

当呈现两个相互竞争的语音刺激时,两只耳朵各接受一个刺激,通常可以观察到右耳优势(REA),这反映在与左耳相比,右耳的语音识别能力更强。考虑到左半球在语言方面的优势,REA 可通过对侧的优势通路(结构模型)和语言引起的注意力向右侧转移(注意模型)来解释。有证据表明,随着认知负荷的增加,REA 会变得更加明显。因此,研究静态(目标谈话者不变)和动态(目标伪随机变化)鸡尾酒会情况下的 REA 是很有意义的,因为后者比前者与更高的认知负荷相关。此外,以往的研究表明,当听力变得更具知觉挑战性时,REA 会增加。本研究通过使用虚拟声学模拟静态和动态鸡尾酒会情境,让三个空间上分开的说话者同时说出矩阵句子,来检验 REA。句子以低声压级呈现,或用噪声声码器处理,以增加知觉负荷。16 名听力正常的年轻成年人参与了研究。通过单词识别得分和详细的错误分析对 REA 进行了评估。单词识别结果显示,动态情况下的 REA 高于静态情况下的 REA,这与认知负荷增加会导致 REA 增加的观点相吻合。此外,REA 还取决于感知负荷的类型,如与低级刺激相比,与声码刺激相关的 REA 更高。误差分析的结果支持 REA 的结构模型和注意模型。
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引用次数: 0
Head and Eye Movements Reveal Compensatory Strategies for Acute Binaural Deficits During Sound Localization. 头部和眼球运动揭示了声音定位过程中急性双耳缺陷的补偿策略
IF 2.7 2区 医学 Q1 AUDIOLOGY & SPEECH-LANGUAGE PATHOLOGY Pub Date : 2024-01-01 DOI: 10.1177/23312165231217910
Robel Z Alemu, Blake C Papsin, Robert V Harrison, Al Blakeman, Karen A Gordon

The present study aimed to define use of head and eye movements during sound localization in children and adults to: (1) assess effects of stationary versus moving sound and (2) define effects of binaural cues degraded through acute monaural ear plugging. Thirty-three youth (MAge = 12.9 years) and seventeen adults (MAge = 24.6 years) with typical hearing were recruited and asked to localize white noise anywhere within a horizontal arc from -60° (left) to +60° (right) azimuth in two conditions (typical binaural and right ear plugged). In each trial, sound was presented at an initial stationary position (L1) and then while moving at ∼4°/s until reaching a second position (L2). Sound moved in five conditions (±40°, ±20°, or 0°). Participants adjusted a laser pointer to indicate L1 and L2 positions. Unrestricted head and eye movements were collected with gyroscopic sensors on the head and eye-tracking glasses, respectively. Results confirmed that accurate sound localization of both stationary and moving sound is disrupted by acute monaural ear plugging. Eye movements preceded head movements for sound localization in normal binaural listening and head movements were larger than eye movements during monaural plugging. Head movements favored the unplugged left ear when stationary sounds were presented in the right hemifield and during sound motion in both hemifields regardless of the movement direction. Disrupted binaural cues have greater effects on localization of moving than stationary sound. Head movements reveal preferential use of the better-hearing ear and relatively stable eye positions likely reflect normal vestibular-ocular reflexes.

本研究旨在确定儿童和成人在声音定位过程中头部和眼球运动的使用情况,以便:(1)评估静止声音和运动声音的影响;(2)确定通过急性单耳堵塞降低的双耳线索的影响。研究人员招募了具有典型听力的 33 名青少年(平均年龄 = 12.9 岁)和 17 名成人(平均年龄 = 24.6 岁),要求他们在两种条件下(典型双耳和右耳堵塞)定位方位角从 -60°(左)到 +60°(右)水平弧线内任何地方的白噪声。在每次试验中,声音在初始静止位置(L1)出现,然后以 ∼4°/s 的速度移动,直到到达第二个位置(L2)。声音的移动有五种情况(±40°、±20° 或 0°)。参与者通过调整激光指示器来指示 L1 和 L2 位置。头部的陀螺仪传感器和眼球跟踪眼镜分别收集头部和眼球的无限制运动。结果证实,急性单声道耳塞会干扰对静止和移动声音的准确声音定位。在正常双耳聆听时,眼球运动先于头部运动进行声音定位,而在单耳堵塞时,头部运动大于眼球运动。当静止的声音出现在右半球时,头部运动偏向于未插耳的左耳;当声音运动出现在两个半球时,无论运动方向如何,头部运动都偏向于未插耳的左耳。中断的双耳线索对运动声音的定位影响大于静止声音。头部运动显示了听力较好的耳朵的优先使用,而相对稳定的眼球位置可能反映了正常的前庭-眼反射。
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引用次数: 0
Combining Cardiovascular and Pupil Features Using k-Nearest Neighbor Classifiers to Assess Task Demand, Social Context, and Sentence Accuracy During Listening. 利用 k 近邻分类器结合心血管和瞳孔特征,评估听力过程中的任务需求、社会背景和句子准确性。
IF 2.7 2区 医学 Q1 AUDIOLOGY & SPEECH-LANGUAGE PATHOLOGY Pub Date : 2024-01-01 DOI: 10.1177/23312165241232551
Bethany Plain, Hidde Pielage, Sophia E Kramer, Michael Richter, Gabrielle H Saunders, Niek J Versfeld, Adriana A Zekveld, Tanveer A Bhuiyan

In daily life, both acoustic factors and social context can affect listening effort investment. In laboratory settings, information about listening effort has been deduced from pupil and cardiovascular responses independently. The extent to which these measures can jointly predict listening-related factors is unknown. Here we combined pupil and cardiovascular features to predict acoustic and contextual aspects of speech perception. Data were collected from 29 adults (mean  =  64.6 years, SD  =  9.2) with hearing loss. Participants performed a speech perception task at two individualized signal-to-noise ratios (corresponding to 50% and 80% of sentences correct) and in two social contexts (the presence and absence of two observers). Seven features were extracted per trial: baseline pupil size, peak pupil dilation, mean pupil dilation, interbeat interval, blood volume pulse amplitude, pre-ejection period and pulse arrival time. These features were used to train k-nearest neighbor classifiers to predict task demand, social context and sentence accuracy. The k-fold cross validation on the group-level data revealed above-chance classification accuracies: task demand, 64.4%; social context, 78.3%; and sentence accuracy, 55.1%. However, classification accuracies diminished when the classifiers were trained and tested on data from different participants. Individually trained classifiers (one per participant) performed better than group-level classifiers: 71.7% (SD  =  10.2) for task demand, 88.0% (SD  =  7.5) for social context, and 60.0% (SD  =  13.1) for sentence accuracy. We demonstrated that classifiers trained on group-level physiological data to predict aspects of speech perception generalized poorly to novel participants. Individually calibrated classifiers hold more promise for future applications.

在日常生活中,声学因素和社会环境都会影响听力投入。在实验室环境中,有关倾听努力的信息是单独从瞳孔和心血管反应中推导出来的。这些测量方法能在多大程度上共同预测与聆听相关的因素,目前还不得而知。在这里,我们结合了瞳孔和心血管特征来预测语音感知的声学和语境方面。我们收集了 29 名听力损失的成年人(平均年龄为 64.6 岁,标准差为 9.2)的数据。受试者在两种个性化信噪比(分别对应 50% 和 80% 的句子正确率)和两种社会情境(有两名观察者在场和没有观察者在场)下完成了一项语音感知任务。每次试验提取七个特征:基线瞳孔大小、瞳孔放大峰值、平均瞳孔放大、搏动间隔、血容量脉搏振幅、射血前周期和脉搏到达时间。这些特征用于训练 k-近邻分类器,以预测任务需求、社会背景和句子准确性。对组级数据进行 k 倍交叉验证后发现,分类准确率高于平均值:任务需求为 64.4%;社会背景为 78.3%;句子准确率为 55.1%。然而,当分类器在来自不同参与者的数据上进行训练和测试时,分类准确率有所下降。单独训练的分类器(每个参与者一个)的表现优于群体级分类器:任务需求为 71.7%(标准差 = 10.2),社会背景为 88.0%(标准差 = 7.5),句子准确率为 60.0%(标准差 = 13.1)。我们证明,根据群体级生理数据训练的分类器在预测言语感知方面对新参与者的通用性很差。单独校准的分类器在未来的应用中更有前景。
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Trends in Hearing
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