CAPE-V与GRBAS(机器学习)两种听觉知觉评价指标在帕金森病患者中的比较

IF 2.4 4区 医学 Q1 AUDIOLOGY & SPEECH-LANGUAGE PATHOLOGY
Payam Saadat, Hassan Khoramshahi, Karaneh Mahdavi, Fatemeh Zahedi, Akram Ahmadi, Hossein-Ali Nikbakht
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引用次数: 0

摘要

目的:本研究旨在比较两种听觉感知语音评估工具GRBASZero(一种基于人工智能的应用程序)和共识听觉感知语音评估(CAPE-V)在评估帕金森病(PD)患者语音障碍方面的有效性。该研究旨在确定这些工具在PD严重程度不同阶段的灵敏度和可靠性,重点关注整体严重程度、粗糙度、呼吸、张力、响度和音高等参数。方法:对44例PD患者进行横断面研究,采用Hoehn和Yahr量表根据疾病严重程度进行分类。通过持续元音/a/采集语音样本。训练有素的语言病理学家(SLP)进行CAPE-V评估,而GRBASZero评估使用人工智能应用程序进行,而GRBASZero评估使用人工智能应用程序进行。统计分析包括Kruskal-Wallis检验和相关检验来比较工具的性能。结果:本研究表明,CAPE-V在识别PD各疾病阶段的声音障碍方面具有更高的敏感性(P值均为P值)。结论:CAPE-V在评估PD各疾病阶段的声音障碍方面更为全面和敏感,值得临床和研究使用。GRBASZero虽然在监测晚期PD患者的声带张力和呼吸方面很有用,但在早期阶段缺乏敏感性。这些发现强调了选择合适的工具来早期诊断和监测PD的声音障碍的重要性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Comparison of Two Auditory-Perceptual Evaluation Indexes, CAPE-V and GRBAS (Machine Learning), in Patients With Parkinson's Disease.

Objectives: This study aimed to compare the effectiveness of two auditory-perceptual voice assessment tools, GRBASZero (an AI-based application) and Consensus Auditory-Perceptual Evaluation of Voice (CAPE-V), in evaluating voice impairments in patients with Parkinson's disease (PD). The research sought to determine the sensitivity and reliability of these tools across different stages of PD severity, focusing on parameters such as overall severity, roughness, breathiness, strain, loudness, and pitch.

Methods: A cross-sectional study was conducted with 44 PD patients, categorized by disease severity using the Hoehn and Yahr scale. Voice samples were collected through sustained vowels /a/. Trained speech-language pathologists (SLP) performed CAPE-V assessments, while GRBASZero evaluations were conducted using an AI application, while GRBASZero evaluations were conducted using an AI application. Statistical analyses included the Kruskal-Wallis test and correlation tests to compare the tools' performance.

Results: This study showed that CAPE-V has higher sensitivity in identifying voice disorders at all stages of the disease (all P values < 0.05), while GRBASZero only detects Breathiness and Strain parameters at advanced stages (P = 0.049 and P = 0.034, respectively). Analyses were performed based on the vowel /a/ and the common parameters of the two instruments. The findings highlight the importance of choosing the appropriate instrument based on the stage of the disease.

Conclusion: CAPE-V is more comprehensive and sensitive for assessing voice impairments in PD patients across all disease stages, making it preferable for clinical and research use. GRBASZero, while useful for monitoring vocal strain and breathiness in advanced PD, lacks sensitivity in early stages. These findings highlight the importance of selecting appropriate tools for early diagnosis and monitoring of voice disorders in PD.

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来源期刊
Journal of Voice
Journal of Voice 医学-耳鼻喉科学
CiteScore
4.00
自引率
13.60%
发文量
395
审稿时长
59 days
期刊介绍: The Journal of Voice is widely regarded as the world''s premiere journal for voice medicine and research. This peer-reviewed publication is listed in Index Medicus and is indexed by the Institute for Scientific Information. The journal contains articles written by experts throughout the world on all topics in voice sciences, voice medicine and surgery, and speech-language pathologists'' management of voice-related problems. The journal includes clinical articles, clinical research, and laboratory research. Members of the Foundation receive the journal as a benefit of membership.
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