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How do adults with hearing loss, family members, and hearing care professionals respond to the stigma of hearing loss and hearing aids? 听力损失成年人、家庭成员和听力保健专业人员如何应对听力损失和助听器带来的耻辱?
IF 1.8 3区 医学 Q2 AUDIOLOGY & SPEECH-LANGUAGE PATHOLOGY Pub Date : 2024-10-17 DOI: 10.1080/14992027.2024.2406885
Nerina Scarinci, Monique Waite, Mansoureh Nickbakht, Katie Ekberg, Barbra Timmer, Carly Meyer, Louise Hickson

Objective: To investigate the perspectives and experiences of adults with hearing loss (HL), their family members, and hearing care professionals on how they respond to the stigma of HL and hearing aids (HAs).

Design: Qualitative descriptive approach using semi-structured interviews.

Study sample: Three participant groups were recruited, including 20 adults over the age of 50 years with HL, 20 family members who had a close relationship to the adults with HL, and 25 hearing care professionals.

Results: Three themes described how adults with HL, family members, and hearing care professionals respond to the stigma of HL and HAs, namely: (1) some people tell others about their HL and HAs and some people don't; (2) telling or not telling depends on the situation; and (3) people deal with the stigma of HL and HAs in different ways.

Conclusions: This study revealed a range of volitional responses to the stigma of HL and HAs. People affected by HL may not tell others about their HL and/or HAs because of the stigma, and these volitional responses are influenced by situational cues. Adults with HL and family members manage the stigma of HL and HAs in different ways and require a person-centred approach.

目的调查听力损失(HL)成人、其家庭成员和听力保健专业人员的观点和经历,了解他们如何应对HL和助听器(HA)的污名化:研究样本:研究样本:招募了三组参与者,包括 20 名 50 岁以上的 HL 成人、20 名与 HL 成人关系密切的家庭成员和 25 名听力保健专业人员:有三个主题描述了患有 HL 的成年人、家庭成员和听力保健专业人员如何应对 HL 和 HA 耻辱,即:(1)有些人告诉别人自己患有 HL 和 HA,有些人不告诉别人;(2)告诉或不告诉取决于具体情况;以及(3)人们以不同的方式应对 HL 和 HA 耻辱:本研究揭示了人们对 HL 和 HA 耻辱的一系列自愿反应。HL 患者可能会因为耻辱感而不告诉他人他们的 HL 和/或 HA,而这些自愿反应会受到情景线索的影响。患有 HL 的成年人及其家庭成员会以不同的方式处理 HL 和 HA 耻辱感,需要采取以人为本的方法。
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引用次数: 0
Interaction effect of self-efficacy and joint problems on hearing aid abandonment among older adults. 自我效能感和关节问题对老年人放弃助听器的交互影响。
IF 1.8 3区 医学 Q2 AUDIOLOGY & SPEECH-LANGUAGE PATHOLOGY Pub Date : 2024-10-16 DOI: 10.1080/14992027.2024.2393882
Eduardo Fuentes-López, Manuel Luna-Monsalve, Catherine Silva-Letelier, Anthony Marcotti

Objective: We assessed the interaction between self-efficacy and joint problems and self-efficacy and visual problems on the risk of hearing aid abandonment in older adults.

Design: A retrospective cohort study comprising older adults who received hearing aids in Chile was conducted. Hearing aid self-efficacy was measured using the S-MARS-HA questionnaire, while joint and visual problems were assessed through self-reported questions. Survival regression models were conducted to investigate the interaction between self-efficacy and joint problems, as well as self-efficacy and visual problems.

Study sample: The study included 355 older adults who received hearing aids through the Chilean public health sector.

Results: A significant interaction effect indicated that the relationship between self-efficacy and the risk abandonment was influenced by joint problems (p < 0.05). In the subpopulation with joint problems, self-efficacy was associated with a reduced risk of hearing aid abandonment (HR = 0.81), whereas in the subpopulation without joint problems, the protective effect was more pronounced (HR = 0.52). The interaction between self-efficacy and visual problems was not significant.

Conclusions: The interaction between self-efficacy and joint problems was associated with the risk of abandonment. Addressing limitations associated with joint problems and individuals' confidence in using their hearing aids could reduce the abandonment.

目的我们评估了自我效能感与关节问题、自我效能感与视觉问题对老年人放弃助听器风险的交互作用:设计:我们对在智利接受助听器的老年人进行了一项回顾性队列研究。助听器自我效能通过 S-MARS-HA 问卷进行测量,关节和视觉问题则通过自我报告问题进行评估。研究采用了生存回归模型来研究自我效能感与关节问题、自我效能感与视觉问题之间的交互作用:研究样本:研究包括 355 名通过智利公共卫生部门接受助听器的老年人:一个显着的交互效应表明,自我效能感与放弃风险之间的关系受关节问题的影响(p 结论:自我效能感与放弃风险之间的交互效应显着:自我效能感和关节问题之间的交互作用与放弃风险有关。解决与关节问题相关的限制以及个人对使用助听器的信心可以减少放弃助听器的风险。
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引用次数: 0
New Brunswick HEARS: outcomes of a community-delivered hearing intervention adapted for older adults in Atlantic Canada. 新不伦瑞克 HEARS:针对加拿大大西洋地区老年人的社区听力干预成果。
IF 1.8 3区 医学 Q2 AUDIOLOGY & SPEECH-LANGUAGE PATHOLOGY Pub Date : 2024-10-14 DOI: 10.1080/14992027.2024.2402845
Marilyn Reed, Danielle Kent, Kate Ellis, Devin J Sodums, Anna Santiago, Angela Ryan, Nick Lignos, Carrie L Nieman

Objective: To assess acceptability and benefit of a community-based hearing intervention delivered at no cost to lower-income older adults with untreated hearing loss in New Brunswick, Canada.

Design: Mixed method pre-post intervention study investigating aspects of communication function and social support at baseline and three months post-intervention.

Study sample: 124 of 175 independent-living older adults screened at the study site and in local community centres in low-income neighbourhoods were recruited into the study.

Results: In 70 (56.5%) participants self-identified as female and 54 (43.5%) as male, with mean age of 74.5 years, mean effect sizes measured from baseline to 3-months post-intervention were 0.99 (large) for HHIE-S, 0.58 (medium) for DSSI, and 1.02 (large) for LSEQ indicating significant improvement in self-perceived communication function, social support and listening self-efficacy, respectively.

Conclusion: The HEARS program is feasible to implement, despite Covid-19 pandemic related challenges, highly acceptable to participants, and associated with a range of benefits that include improved communication function, self-efficacy and social support. The success of HEARS in a new population in a second Canadian province indicates its adaptability and suitability for scaling to extend the reach of hearing services for older adults who may not otherwise access care.

目的:评估加拿大新不伦瑞克省低收入、未接受过听力治疗的老年人对免费提供的社区听力干预的接受度和益处:评估加拿大新不伦瑞克省未接受过听力损失治疗的低收入老年人对免费提供的社区听力干预的接受度和益处:研究样本:在研究地点和低收入社区的当地社区中心筛查出的 175 名独立生活的老年人中,有 124 名参加了研究:70名(56.5%)参与者自认为是女性,54名(43.5%)参与者自认为是男性,平均年龄为74.5岁,从基线到干预后3个月的平均效应大小分别为:HHIE-S为0.99(大),DSSI为0.58(中),LSEQ为1.02(大),这表明自我感觉的沟通功能、社会支持和倾听自我效能均有显著改善:尽管存在与 Covid-19 大流行相关的挑战,但 HEARS 计划的实施是可行的,参与者的接受度很高,并能带来一系列益处,包括改善沟通功能、自我效能和社会支持。HEARS 在加拿大第二大省的一个新人群中取得了成功,这表明该计划适应性强,适合推广,以扩大听力服务的覆盖范围,帮助那些可能无法获得听力服务的老年人。
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引用次数: 0
Short-term effects of lifestyle modification on vestibular migraine. 改变生活方式对前庭性偏头痛的短期影响。
IF 1.8 3区 医学 Q2 AUDIOLOGY & SPEECH-LANGUAGE PATHOLOGY Pub Date : 2024-10-13 DOI: 10.1080/14992027.2024.2409763
Kaili McDonald, Amanda Wasoff, Erin M Picou, Kenneth Watford, Emily Brignola, Daniel Romero, Daniel Schuster, Sara Krolewicz, Richard A Roberts

Objective: Our primary purpose was evaluation of early benefits of lifestyle modification on symptoms of vestibular migraine. The secondary purpose was to determine if a patient's global sense of coping relates to outcomes with lifestyle modification.

Design: Prospective observational cohort. Participants completed questionnaires related to dizziness handicap, headache disability, and adherence to lifestyle modifications at baseline and weekly over 30 d. Sense of coping was measured pre-intervention.

Study sample: Thirty-eight patients with vestibular migraine diagnosed in tertiary care setting between 2022 and 2023.

Results: Symptoms were better at all four weeks post-intervention than pre-intervention (p < 0.01), with no difference across weeks two through four (p > 0.10) when symptoms were lowest and stable. By week two, 52% and 18.5% of participants had significant improvement in dizziness and headache compared to published critical difference scores, respectively. Sense of coping was inversely correlated with dizziness (R = -0.53, p < 0.00001) and headache (R = -0.64, p < 0.0001).

Conclusions: Lifestyle modification reduced dizziness and headache in many vestibular migraineurs in the first two weeks following intervention. Improvement in restful sleep was associated with improvement in symptoms. Sense of coping did not predict improvement but was inversely related to symptoms. Lifestyle modification could be considered as sole management or in addition to pharmacological intervention.

目的:我们的主要目的是评估改变生活方式对前庭性偏头痛症状的早期益处。次要目的是确定患者的整体应对意识是否与改变生活方式的结果有关:设计:前瞻性观察队列。参与者在基线和30天内每周填写有关头晕障碍、头痛残疾和生活方式改变坚持情况的问卷。研究样本:研究样本:308 名在 2022 年至 2023 年期间在三级医疗机构确诊的前庭性偏头痛患者:干预后四周的症状均优于干预前(P P > 0.10),干预前症状最低且稳定。到第二周时,分别有52%和18.5%的参与者的头晕和头痛症状与公布的临界差异分数相比有了显著改善。应对感与头晕成反比(R = -0.53,p p 结论:许多前庭性偏头痛患者在接受干预后的头两周内,头晕和头痛症状有所减轻。安稳睡眠的改善与症状的改善相关。应对意识不能预测症状的改善,但与症状成反比。可以考虑将改变生活方式作为唯一的治疗方法,或作为药物干预的补充。
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引用次数: 0
Directionality in BiCROS hearing aids: an investigation of objective and subjective outcomes. BiCROS 助听器的方向性:客观和主观结果调查。
IF 1.8 3区 医学 Q2 AUDIOLOGY & SPEECH-LANGUAGE PATHOLOGY Pub Date : 2024-10-13 DOI: 10.1080/14992027.2024.2414096
Hasan K Saleh, Paula Folkeard, Volker Kuehnel, Solveig Voss, Jinyu Qian, Susan Scollie

Objectives: To assess the effect of forward and omnidirectional microphone configurations in BiCROS versus monaural hearing aids on objective and subjective outcomes in different noise conditions.

Design: After fitting and a 4-week acclimatisation period, speech recognition and sound quality were measured using forward directional, omnidirectional, and unaided settings. Two noise configurations were used, surrounding noise and noise presented from the aided (better) ear. Subjective outcomes were assessed using the SSQ-b and BBSS questionnaires and participant interviews.

Study sample: Eighteen adult participants (mean: 74.6 y; range: 61-94 y; ten males, eight females) with mild to moderately severe SNHL in their better ear (PTA0.5-4khz > 20 dB HL) and limited usable hearing in their poorer ear (average PTA0.5-4khz > 100 dB HL).

Results: Significant improvement in speech recognition and sound quality for BiCROS and monaural directional settings over omnidirectional and unaided, in both noise configurations. There were no significant differences observed between monoaural and BiCROS directional settings.

Conclusion: Speech in noise recognition and sound quality scores demonstrated a significant directional benefit for both BiCROS and monaural directional fitting settings over omnidirectional and unaided conditions. Unique BiCROS-specific experiences were identified in a patient-oriented approach. These can inform the development of BiCROS-tailored tools.

目的评估 BiCROS 与单声道助听器的正向和全向麦克风配置在不同噪音条件下对客观和主观结果的影响:设计:在验配和 4 周的适应期后,使用前向、全向和无助听器设置测量言语识别和音质。使用了两种噪音配置,即周围噪音和来自辅助耳(更好的耳朵)的噪音。主观结果通过 SSQ-b 和 BBSS 问卷以及参与者访谈进行评估:研究样本:18 名成年参与者(平均年龄:74.6 岁;年龄范围:61-94 岁;男性 10 人,女性 8 人),较好耳朵患有轻度至中度严重 SNHL(PTA0.5-4khz > 20 dB HL),较差耳朵的可用听力有限(平均 PTA0.5-4khz > 100 dB HL):在两种噪音配置下,BiCROS 和单耳定向设置的语音识别能力和音质均明显优于全向设置和无辅助设置。单耳定向和 BiCROS 定向设置之间没有明显差异:结论:噪声中的语音识别和音质评分显示,BiCROS 和单耳定向拟合设置的定向优势明显优于全向和无辅助条件。以患者为导向的方法确定了 BiCROS 的独特体验。这些经验可以为开发 BiCROS 定制工具提供参考。
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引用次数: 0
Association between personal attenuation rating with types of earplugs and noise exposure levels in a textile factory in China. 中国一家纺织厂的个人衰减等级与耳塞类型和噪声暴露水平之间的关系。
IF 1.8 3区 医学 Q2 AUDIOLOGY & SPEECH-LANGUAGE PATHOLOGY Pub Date : 2024-10-10 DOI: 10.1080/14992027.2024.2396028
Shaojie Fu, Lang Huang, Xi Zhong, Shibiao Su, Xiang Li, Qifan Huang, Bing Xia, Jiawei Zhu, Meibian Zhang

Objective: To investigate the effects of earplug type and noise exposure level on textile workers' personal attenuation rating (PAR).

Design: Initial and follow-up visits were conducted at a 17-month interval. At each visit, a baseline HPD fit test was performed using either a 3M foam or pre-molded earplug, as chosen by the workers. Workers who failed to meet targeted levels were trained and retested. Once they failed again, the other earplug was selected, and training was provided until they achieved the PAR target.

Study sample: 192 textile workers into three noise exposure level groups (low, medium, high).

Results: The median baseline PAR was 10 dB at the initial visits and 13 dB at the follow-up visits, and obtained by foam earplug users was 20 dB, which was higher than that obtained by pre-molded earplug users [12 dB (95% CI, 10-15 dB)]. The highest median baseline PAR was obtained by the high noise level group, followed by the median and low noise level groups. Training significantly increased the PAR.

Conclusions: Multiple types of earplugs need to be offered to workers to deal with individual differences in attenuation, preferences, and exposure levels. Training and stricter compliance policies can improve HPD use and fitting, contributing to better hearing health.

目的:研究耳塞类型和噪声暴露水平对纺织工人个人衰减等级(PAR)的影响:调查耳塞类型和噪声暴露水平对纺织工人个人衰减等级(PAR)的影响:设计:每隔 17 个月进行一次初次访问和随访。在每次回访时,根据工人的选择,使用 3M 泡沫耳塞或预成型耳塞进行基线 HPD 适合度测试。未能达到目标水平的工人将接受培训和重新测试。研究样本:192 名纺织工人,分为三个噪音暴露水平组(低、中、高):研究结果:最初访问时的基线 PAR 中位数为 10 分贝,后续访问时为 13 分贝,泡沫耳塞使用者的 PAR 中位数为 20 分贝,高于预成型耳塞使用者的 PAR 中位数[12 分贝(95% CI,10-15 分贝)]。基线 PAR 中位数最高的是高噪音水平组,其次是中位数组和低噪音水平组。培训可明显提高 PAR:结论:需要为工人提供多种类型的耳塞,以应对个体在衰减、偏好和暴露水平上的差异。培训和更严格的合规政策可以改善HPD的使用和装配,从而促进听力健康。
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引用次数: 0
The prevalence of patient-reported cognitive complaints and dementia risk factors in the audiology clinic. 听力门诊中患者报告的认知投诉和痴呆症风险因素的流行率。
IF 1.8 3区 医学 Q2 AUDIOLOGY & SPEECH-LANGUAGE PATHOLOGY Pub Date : 2024-10-10 DOI: 10.1080/14992027.2024.2406882
Dominique Poelarends, Sophia E Kramer, Cas Smits, Paul Merkus

Background: Hearing-dementia research mainly focuses on determining the causal direction of this association. Little is known about the prevalence of cognitive problems in a representative audiology patient population.

Aim: To examine the occurrence of self-reported cognitive complaints (SCC) and dementia risk factors (RF) in an audiology patient population.

Materials and methods: Patients visiting audiology clinics (n = 1100, 51% female and avg. age 61yrs) were administered an online intake tool based on the International Classification of Functioning Disability and Health. Domains extracted for analyses were memory and concentration (SCC) and loneliness, depression, sleep and vision (dementia RF) and self-reported hearing problems (SHP). Prevalence rates and associations with demographic variables and SHP were examined.

Results: SCC were highly prevalent, with over half of the patients reporting memory or concentration problems. Regarding dementia RF, 68% reported sleeping problems and > 50% reported sadness, anxiety or depressed mood. SHP correlated significantly with self-reported memory problems, loneliness, and vision problems.

Conclusion: This descriptive cohort-study suggests a high risk of cognitive issues within the audiology clinic population, indicated by the high prevalence of SCC and some dementia RF. Our findings underscore the importance of considering closer cooperation between care pathways like audiology and neurology and use of a holistic patient-centered approach.

背景:听力与痴呆的研究主要集中于确定这种关联的因果方向。目的:研究听力患者群体中自我报告的认知投诉(SCC)和痴呆风险因素(RF)的发生情况:在听力诊所就诊的患者(n = 1100,51% 为女性,平均年龄 61 岁)均使用了基于国际功能、残疾和健康分类的在线摄入工具。提取用于分析的领域包括记忆力和注意力(SCC)、孤独感、抑郁、睡眠和视力(痴呆 RF)以及自我报告的听力问题(SHP)。研究结果表明,SCC 的患病率很高,其中大部分人都有听力问题:结果:SCC 发病率很高,超过一半的患者报告有记忆力或注意力不集中的问题。在痴呆症方面,68%的患者报告有睡眠问题,超过 50%的患者报告有悲伤、焦虑或情绪低落。SHP与自我报告的记忆问题、孤独感和视力问题明显相关:这项描述性队列研究表明,听力门诊人群中存在认知问题的风险很高,SCC 和一些痴呆 RF 的高发率就说明了这一点。我们的研究结果表明,听力学和神经病学等医疗途径之间必须加强合作,并采用以患者为中心的综合方法。
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引用次数: 0
A qualitative exploration of the assessment process to cochlear implantation for children with hearing loss. 听力损失儿童人工耳蜗植入评估过程的定性探索。
IF 1.8 3区 医学 Q2 AUDIOLOGY & SPEECH-LANGUAGE PATHOLOGY Pub Date : 2024-10-07 DOI: 10.1080/14992027.2024.2400328
Amanda J Hall, Briony Dillon, Helen Pryce, Marette Ambler, Kate Hanvey

Objective: To explore the process of paediatric cochlear implant assessment, from referral to implantation, from the perspective of parents, cochlear implant professionals, and through observations of clinics.

Design: Qualitative approach, using grounded theory methodology.

Study sample: Twelve families with children under 5 years with permanent hearing loss referred for a cochlear implant or received an implant in the past year, and six professionals who refer or assess children for cochlear implants. Data collection involved interviews and ethnographic observations of assessment clinics.

Results: The core theme derived from interview and observation data related to the work of the cochlear implant assessment for families. The relationship between the work generated by the assessment process and capacity of parents to do the work provides a model to examine access to early implantation, consistent with the Burden of Treatment theory. We identified variation in terms of workload, relating to factors such as a child's additional needs or number of appointments required, and in terms of capacity, relating to factors such as social circumstances or health literacy. Social, peer and professional support and information helped families manage the workload.

Conclusions: Findings have implications for delivery of paediatric cochlear implant services.

目的从家长、人工耳蜗植入专业人员的角度,并通过对诊所的观察,探讨儿科人工耳蜗植入评估从转诊到植入的过程:研究样本:研究样本:12 个有 5 岁以下永久性听力损失儿童的家庭,这些儿童被转诊为人工耳蜗植入者或在过去一年中接受了人工耳蜗植入,以及 6 名转诊或评估儿童人工耳蜗植入的专业人员。数据收集包括访谈和对评估诊所的人种学观察:从访谈和观察数据中得出的核心主题与人工耳蜗家庭评估工作有关。评估过程中产生的工作与家长完成工作的能力之间的关系为研究早期植入提供了一个模型,与 "治疗负担 "理论相一致。我们发现在工作量方面存在差异,这与儿童的额外需求或所需预约次数等因素有关;在能力方面也存在差异,这与社会环境或健康知识等因素有关。社会、同龄人和专业人员的支持以及信息有助于家庭应对工作量:研究结果对儿科人工耳蜗植入服务的提供具有启示意义。
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引用次数: 0
Evaluation of a semi-supervised self-adjustment fine-tuning procedure for hearing aids for asymmetrical hearing loss. 评估针对不对称听力损失的助听器的半监督式自我调整微调程序。
IF 1.8 3区 医学 Q2 AUDIOLOGY & SPEECH-LANGUAGE PATHOLOGY Pub Date : 2024-10-05 DOI: 10.1080/14992027.2024.2406884
Jonathan Albert Gößwein, Josef Chalupper, Manuel Kohl, Martin Kinkel, Birger Kollmeier, Jan Rennies

Objective: This study investigated a previously evaluated self-adjustment procedure with respect to its applicability for asymmetrical hearing loss (AHL). Self-adjusted settings were evaluated for speech recognition in noise and sound preference.

Design: Participants were given the possibility to adjust the left and right hearing aid separately using a two-dimensional user interface. Two different adjustment sequences were tested. Realistic everyday sound scenes in a laboratory environment were presented. The difference between the ears regarding their speech recognition in noise was tested with two spatial conditions, unaided as well as with the prescriptive formula and the self-adjusted setting.

Study sample: Nineteen experienced hearing aid users (median age 76 years) with different degrees of AHL were invited to participate in this study.

Results: Participants adjusted a higher gain slope across frequency in the worse ear than in the better one. The two adjustment sequences resulted in significantly different adjustment durations and gain settings. The difference between the ears regarding speech recognition in noise did not change with the self-adjustment. Overall, group-mean effect sizes were small compared to the parameter space.

Conclusions: The adjustment procedure can be used also by hearing aid users with AHL to find a possibly preferred gain setting.

研究目的本研究对之前评估过的一种自我调整程序进行了调查,以确定其是否适用于不对称听力损失(AHL)。自我调节设置针对噪音中的语音识别和声音偏好进行了评估:设计:参与者可以通过二维用户界面分别调节左右两个助听器。测试了两种不同的调节顺序。在实验室环境中呈现真实的日常声音场景。研究样本:研究样本:19 位经验丰富的助听器用户(中位年龄 76 岁)应邀参加了此次研究,他们患有不同程度的 AHL:结果:参试者在不同频率下调整增益斜率时,听力较差的那只耳朵比听力较好的那只耳朵的增益斜率要高。两种调节顺序导致了明显不同的调节持续时间和增益设置。两只耳朵在噪声中的语音识别能力差异并没有随着自我调整而改变。总体而言,与参数空间相比,组均效应大小较小:结论:患有 AHL 的助听器用户也可以使用调节程序来找到可能喜欢的增益设置。
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引用次数: 0
Automated wave labelling of the auditory brainstem response using machine learning. 利用机器学习对听觉脑干反应进行自动波形标记。
IF 1.8 3区 医学 Q2 AUDIOLOGY & SPEECH-LANGUAGE PATHOLOGY Pub Date : 2024-10-03 DOI: 10.1080/14992027.2024.2404537
Richard M McKearney, David M Simpson, Steven L Bell

Objective: To compare the performance of a selection of machine learning algorithms, trained to label peaks I, III, and V of the auditory brainstem response (ABR) waveform. An additional algorithm was trained to provide a confidence measure related to the ABR wave latency estimates.

Design: Secondary data analysis of a previously published ABR dataset. Five types of machine learning algorithm were compared within a nested k-fold cross-validation procedure.

Study sample: A set of 482 suprathreshold ABR waveforms were used. These were recorded from 81 participants with audiometric thresholds within normal limits.

Results: A convolutional recurrent neural network (CRNN) outperformed the other algorithms evaluated. The algorithm labelled 95.9% of ABR waves within ±0.1 ms of the target. The mean absolute error was 0.025 ms, averaged across the outer validation folds of the nested cross-validation procedure. High confidence levels were generally associated with greater wave-labelling accuracy.

Conclusions: Machine learning algorithms have the potential to assist clinicians with ABR interpretation. The present work identifies a promising machine learning approach, but any algorithm to be used in clinical practice would need to be trained on a large, accurately labelled, heterogeneous dataset and evaluated in clinical settings in follow-on work.

目的比较经训练可标记听性脑干反应(ABR)波形的峰值 I、III 和 V 的精选机器学习算法的性能。另外还训练了一种算法,以提供与 ABR 波延迟估计相关的置信度:设计:对之前发布的 ABR 数据集进行二次数据分析。在嵌套 k 倍交叉验证程序中对五种机器学习算法进行了比较:研究样本:使用了一组 482 个阈上 ABR 波形。研究样本:使用了一组 482 个阈上 ABR 波形,这些波形记录自 81 名听阈在正常范围内的参与者:结果:卷积递归神经网络(CRNN)的表现优于其他评估算法。该算法标记的 95.9% 的 ABR 波在目标波的±0.1 毫秒范围内。平均绝对误差为 0.025 毫秒,这是嵌套交叉验证程序外层验证褶皱的平均值。高置信度通常与更高的波标记准确性相关:机器学习算法有可能帮助临床医生进行 ABR 解释。目前的工作确定了一种很有前景的机器学习方法,但任何用于临床实践的算法都需要在一个大型、准确标记的异构数据集上进行训练,并在后续工作中在临床环境中进行评估。
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引用次数: 0
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