肌萎缩性脊髓侧索硬化症患者如何使用个性化自动语音识别技术来支持交流。

IF 2.2 2区 医学 Q1 AUDIOLOGY & SPEECH-LANGUAGE PATHOLOGY
Richard Cave
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引用次数: 0

摘要

目的:肌萎缩性脊髓侧索硬化症(ALS)是一种渐进性、最终致命的疾病,会导致进行性肌肉无力。大多数 ALS 患者(plwALS)都会出现构音障碍,最终无法使用自然语言进行交流。许多人希望尽可能长时间地使用语音。个性化自动语音识别(ASR)模型技术,如谷歌的 "Project Relate",被认为可以更好地识别构音障碍患者的语音,并通过实时字幕支持保持理解。本研究的目标是,在长达 12 个月的时间里,plwALS 和交流伙伴如何在日常对话中使用 Relate,以及随着时间的推移,Relate 如何随着语言能力的下降而发生变化:本研究通过视频记录了三名 plwALS 与交流伙伴之间的互动。我们评估了 ASR 字幕的准确性以及它们在多大程度上保留了意义。对话分析用于识别参与者在完成互动过程中的组织行为。主题分析用于更好地了解参与者使用 ASR 字幕的经验:所有 plwALS 都表示在对话中使用 ASR 时准确率低于预期,并认为 ASR 字幕只在某些情况下有用。所有参与者都喜欢实时字幕的概念,并希望未来 ASR 准确性的提高能够支持他们在日常生活中的交流:需要就 ASR 技术的定制和实际使用的最佳实践以及 ASR 在对话环境中的局限性进行培训。需要为那些对技术缺乏信心的人提供支持,并减少因字幕错误而产生的错位分配,以免对心理健康造成负面影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
How People Living With Amyotrophic Lateral Sclerosis Use Personalized Automatic Speech Recognition Technology to Support Communication.

Purpose: Amyotrophic lateral sclerosis (ALS) is a progressive, ultimately fatal disease causing progressive muscular weakness. Most people living with ALS (plwALS) experience dysarthria, eventually becoming unable to communicate using natural speech. Many wish to use speech for as long as possible. Personalized automated speech recognition (ASR) model technology, such as Google's Project Relate, is argued to better recognize speech with dysarthria, supporting maintenance of understanding through real-time captioning. The objectives of this study are how plwALS and communication partners use Relate in everyday conversation over a period of up to 12 months and how it may change with any decline in speech over time.

Method: This study videoed interactions between three plwALS and communication partners. We assessed ASR caption accuracy and how well they preserved meaning. Conversation analysis was used to identify participants' own organizational practices in the accomplishment of interaction. Thematic analysis was used to understand better the participants' experiences of using ASR captions.

Results: All plwALS reported lower-than-expected ASR accuracy when used in conversation and felt ASR captioning was only useful in certain contexts. All participants liked the concept of live captioning and were hopeful that future improvements to ASR accuracy may support their communication in everyday life.

Conclusions: Training is needed on best practices for customization and practical use of ASR technology and for the limitations of ASR in conversational settings. Support is needed for those less confident with technology and to reduce misplaced allocation of ownership of captioning errors, risking negative effects on psychological well-being.

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来源期刊
Journal of Speech Language and Hearing Research
Journal of Speech Language and Hearing Research AUDIOLOGY & SPEECH-LANGUAGE PATHOLOGY-REHABILITATION
CiteScore
4.10
自引率
19.20%
发文量
538
审稿时长
4-8 weeks
期刊介绍: Mission: JSLHR publishes peer-reviewed research and other scholarly articles on the normal and disordered processes in speech, language, hearing, and related areas such as cognition, oral-motor function, and swallowing. The journal is an international outlet for both basic research on communication processes and clinical research pertaining to screening, diagnosis, and management of communication disorders as well as the etiologies and characteristics of these disorders. JSLHR seeks to advance evidence-based practice by disseminating the results of new studies as well as providing a forum for critical reviews and meta-analyses of previously published work. Scope: The broad field of communication sciences and disorders, including speech production and perception; anatomy and physiology of speech and voice; genetics, biomechanics, and other basic sciences pertaining to human communication; mastication and swallowing; speech disorders; voice disorders; development of speech, language, or hearing in children; normal language processes; language disorders; disorders of hearing and balance; psychoacoustics; and anatomy and physiology of hearing.
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