Ten Years of Research on Automatic Voice and Speech Analysis of People With Alzheimer's Disease and Mild Cognitive Impairment: A Systematic Review Article
被引:77
作者:
Martinez-Nicolas, Israel
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机构:
Univ Salamanca, Fac Psychol, Salamanca, Spain
Univ Salamanca, Inst Neurosci Castilla & Leon, Salamanca, SpainUniv Salamanca, Fac Psychol, Salamanca, Spain
Martinez-Nicolas, Israel
[1
,2
]
Llorente, Thide E.
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机构:
Univ Salamanca, Fac Psychol, Salamanca, Spain
Univ Salamanca, Inst Neurosci Castilla & Leon, Salamanca, SpainUniv Salamanca, Fac Psychol, Salamanca, Spain
Llorente, Thide E.
[1
,2
]
Martinez-Sanchez, Francisco
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机构:
Univ Murcia, Fac Psychol, Murcia, SpainUniv Salamanca, Fac Psychol, Salamanca, Spain
Martinez-Sanchez, Francisco
[3
]
Meilan, Juan Jose G.
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Univ Salamanca, Fac Psychol, Salamanca, Spain
Univ Salamanca, Inst Neurosci Castilla & Leon, Salamanca, SpainUniv Salamanca, Fac Psychol, Salamanca, Spain
Meilan, Juan Jose G.
[1
,2
]
机构:
[1] Univ Salamanca, Fac Psychol, Salamanca, Spain
[2] Univ Salamanca, Inst Neurosci Castilla & Leon, Salamanca, Spain
Background: The field of voice and speech analysis has become increasingly popular over the last 10 years, and articles on its use in detecting neurodegenerative diseases have proliferated. Many studies have identified characteristic speech features that can be used to draw an accurate distinction between healthy aging among older people and those with mild cognitive impairment and Alzheimer's disease. Speech analysis has been singled out as a cost-effective and reliable method for detecting the presence of both conditions. In this research, a systematic review was conducted to determine these features and their diagnostic accuracy. Methods: Peer-reviewed literature was located across multiple databases, involving studies that apply new procedures of automatic speech analysis to collect behavioral evidence of linguistic impairments along with their diagnostic accuracy on Alzheimer's disease and mild cognitive impairment. The risk of bias was assessed by using JBI and QUADAS-2 checklists. Results: Thirty-five papers met the inclusion criteria; of these, 11 were descriptive studies that either identified voice features or explored their cognitive correlates, and the rest were diagnostic studies. Overall, the studies were of good quality and presented solid evidence of the usefulness of this technique. The distinctive acoustic and rhythmic features found are gathered. Most studies record a diagnostic accuracy over 88% for Alzheimer's and 80% for mild cognitive impairment. Conclusion: Automatic speech analysis is a promising tool for diagnosing mild cognitive impairment and Alzheimer's disease. The reported features seem to be indicators of the cognitive changes in older people. The specific features and the cognitive changes involved could be the subject of further research.
机构:
Chengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R ChinaChengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R China
Chen, Yunhui
Zhang, Jiayuan
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Chengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R ChinaChengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R China
Zhang, Jiayuan
Zhang, Tiane
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Chengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R ChinaChengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R China
Zhang, Tiane
Cao, Liu
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机构:
Sichuan Integrat Med Hosp, Chengdu, Sichuan, Peoples R ChinaChengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R China
Cao, Liu
You, Yanyan
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Chengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R ChinaChengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R China
You, Yanyan
Zhang, Chunjiang
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Chengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R ChinaChengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R China
Zhang, Chunjiang
Liu, Xinglong
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Chengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R ChinaChengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R China
Liu, Xinglong
Zhang, Qi
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Chengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R ChinaChengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R China
机构:
Capital Med Univ, Dept Neurol, Xuanwu Hosp, Changchun St 45, Beijing 100053, Peoples R ChinaCapital Med Univ, Dept Neurol, Xuanwu Hosp, Changchun St 45, Beijing 100053, Peoples R China
Liu, Jia
Wang, Lu-Ning
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Peoples Liberat Army Gen Hosp, Dept Geriatr Neurol, Fuxing Rd 28, Beijing 100853, Peoples R ChinaCapital Med Univ, Dept Neurol, Xuanwu Hosp, Changchun St 45, Beijing 100053, Peoples R China
机构:
Qingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R ChinaQingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R China
Li, Meng-Meng
Yu, Jin-Tai
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Qingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R China
Nanjing Med Univ, Qingdao Municipal Hosp, Dept Neurol, Nanjing, Jiangsu, Peoples R ChinaQingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R China
Yu, Jin-Tai
Wang, Hui-Fu
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Nanjing Med Univ, Qingdao Municipal Hosp, Dept Neurol, Nanjing, Jiangsu, Peoples R ChinaQingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R China
Wang, Hui-Fu
Jiang, Teng
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Nanjing Med Univ, Qingdao Municipal Hosp, Dept Neurol, Nanjing, Jiangsu, Peoples R ChinaQingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R China
Jiang, Teng
Wang, Jun
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Qingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R ChinaQingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R China
Wang, Jun
Meng, Xiang-Fei
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Qingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R ChinaQingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R China
Meng, Xiang-Fei
Tan, Chen-Chen
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Qingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R ChinaQingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R China
Tan, Chen-Chen
Wang, Chong
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Qingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R ChinaQingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R China
Wang, Chong
Tan, Lan
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h-index: 0
机构:
Qingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R China
Nanjing Med Univ, Qingdao Municipal Hosp, Dept Neurol, Nanjing, Jiangsu, Peoples R ChinaQingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R China
机构:
Chengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R ChinaChengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R China
Chen, Yunhui
Zhang, Jiayuan
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h-index: 0
机构:
Chengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R ChinaChengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R China
Zhang, Jiayuan
Zhang, Tiane
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h-index: 0
机构:
Chengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R ChinaChengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R China
Zhang, Tiane
Cao, Liu
论文数: 0引用数: 0
h-index: 0
机构:
Sichuan Integrat Med Hosp, Chengdu, Sichuan, Peoples R ChinaChengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R China
Cao, Liu
You, Yanyan
论文数: 0引用数: 0
h-index: 0
机构:
Chengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R ChinaChengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R China
You, Yanyan
Zhang, Chunjiang
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h-index: 0
机构:
Chengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R ChinaChengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R China
Zhang, Chunjiang
Liu, Xinglong
论文数: 0引用数: 0
h-index: 0
机构:
Chengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R ChinaChengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R China
Liu, Xinglong
Zhang, Qi
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h-index: 0
机构:
Chengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R ChinaChengdu Univ Tradit Chinese Med, 37 Shi Er Qiao Rd, Chengdu 610075, Sichuan, Peoples R China
机构:
Capital Med Univ, Dept Neurol, Xuanwu Hosp, Changchun St 45, Beijing 100053, Peoples R ChinaCapital Med Univ, Dept Neurol, Xuanwu Hosp, Changchun St 45, Beijing 100053, Peoples R China
Liu, Jia
Wang, Lu-Ning
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Peoples Liberat Army Gen Hosp, Dept Geriatr Neurol, Fuxing Rd 28, Beijing 100853, Peoples R ChinaCapital Med Univ, Dept Neurol, Xuanwu Hosp, Changchun St 45, Beijing 100053, Peoples R China
机构:
Qingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R ChinaQingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R China
Li, Meng-Meng
Yu, Jin-Tai
论文数: 0引用数: 0
h-index: 0
机构:
Qingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R China
Nanjing Med Univ, Qingdao Municipal Hosp, Dept Neurol, Nanjing, Jiangsu, Peoples R ChinaQingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R China
Yu, Jin-Tai
Wang, Hui-Fu
论文数: 0引用数: 0
h-index: 0
机构:
Nanjing Med Univ, Qingdao Municipal Hosp, Dept Neurol, Nanjing, Jiangsu, Peoples R ChinaQingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R China
Wang, Hui-Fu
Jiang, Teng
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h-index: 0
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Nanjing Med Univ, Qingdao Municipal Hosp, Dept Neurol, Nanjing, Jiangsu, Peoples R ChinaQingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R China
Jiang, Teng
Wang, Jun
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h-index: 0
机构:
Qingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R ChinaQingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R China
Wang, Jun
Meng, Xiang-Fei
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h-index: 0
机构:
Qingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R ChinaQingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R China
Meng, Xiang-Fei
Tan, Chen-Chen
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h-index: 0
机构:
Qingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R ChinaQingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R China
Tan, Chen-Chen
Wang, Chong
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h-index: 0
机构:
Qingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R ChinaQingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R China
Wang, Chong
Tan, Lan
论文数: 0引用数: 0
h-index: 0
机构:
Qingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R China
Nanjing Med Univ, Qingdao Municipal Hosp, Dept Neurol, Nanjing, Jiangsu, Peoples R ChinaQingdao Univ, Sch Med, Qingdao Municipal Hosp, Dept Neurol, Qingdao 266071, Shandong, Peoples R China