Ten Years of Research on Automatic Voice and Speech Analysis of People With Alzheimer's Disease and Mild Cognitive Impairment: A Systematic Review Article
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作者:
Martinez-Nicolas, Israel
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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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机构:
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:
IBM Res, Digital Hlth, 19-21 Nihonbashi Hakozaki Cho,Chuo, Tokyo 1038510, JapanIBM Res, Digital Hlth, 19-21 Nihonbashi Hakozaki Cho,Chuo, Tokyo 1038510, Japan
Yamada, Yasunori
Shinkawa, Kaoru
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IBM Res, Digital Hlth, 19-21 Nihonbashi Hakozaki Cho,Chuo, Tokyo 1038510, JapanIBM Res, Digital Hlth, 19-21 Nihonbashi Hakozaki Cho,Chuo, Tokyo 1038510, Japan
Shinkawa, Kaoru
Nemoto, Miyuki
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Univ Tsukuba, Fac Med, Dept Psychiat, Div Clin Med, 1-1-1 Tennodai, Tsukuba, Ibaraki 3058575, JapanIBM Res, Digital Hlth, 19-21 Nihonbashi Hakozaki Cho,Chuo, Tokyo 1038510, Japan
Nemoto, Miyuki
Nemoto, Kiyotaka
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Univ Tsukuba, Fac Med, Dept Psychiat, Div Clin Med, 1-1-1 Tennodai, Tsukuba, Ibaraki 3058575, JapanIBM Res, Digital Hlth, 19-21 Nihonbashi Hakozaki Cho,Chuo, Tokyo 1038510, Japan
Nemoto, Kiyotaka
Arai, Tetsuaki
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Univ Tsukuba, Fac Med, Dept Psychiat, Div Clin Med, 1-1-1 Tennodai, Tsukuba, Ibaraki 3058575, JapanIBM Res, Digital Hlth, 19-21 Nihonbashi Hakozaki Cho,Chuo, Tokyo 1038510, Japan
机构:
Univ Las Palmas Gran Canaria, Inst Desarrollo Tecnol & Innovac Comunicac IDeT, Despacho D-102,Pabellon B,Ed Elect & Comunicac, Las Palmas Gran Canaria 35017, SpainUniv Las Palmas Gran Canaria, Inst Desarrollo Tecnol & Innovac Comunicac IDeT, Despacho D-102,Pabellon B,Ed Elect & Comunicac, Las Palmas Gran Canaria 35017, Spain
Barragan Pulido, Maria Luisa
Alonso Hernandez, Jesus Bernardino
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Univ Las Palmas Gran Canaria, Inst Desarrollo Tecnol & Innovac Comunicac IDeT, Despacho D-102,Pabellon B,Ed Elect & Comunicac, Las Palmas Gran Canaria 35017, SpainUniv Las Palmas Gran Canaria, Inst Desarrollo Tecnol & Innovac Comunicac IDeT, Despacho D-102,Pabellon B,Ed Elect & Comunicac, Las Palmas Gran Canaria 35017, Spain
Alonso Hernandez, Jesus Bernardino
Ferrer Ballester, Miguel Angel
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Univ Las Palmas Gran Canaria, Inst Desarrollo Tecnol & Innovac Comunicac IDeT, Despacho D-102,Pabellon B,Ed Elect & Comunicac, Las Palmas Gran Canaria 35017, SpainUniv Las Palmas Gran Canaria, Inst Desarrollo Tecnol & Innovac Comunicac IDeT, Despacho D-102,Pabellon B,Ed Elect & Comunicac, Las Palmas Gran Canaria 35017, Spain
Ferrer Ballester, Miguel Angel
Travieso Gonzalez, Carlos Manuel
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Univ Las Palmas Gran Canaria, Inst Desarrollo Tecnol & Innovac Comunicac IDeT, Despacho D-102,Pabellon B,Ed Elect & Comunicac, Las Palmas Gran Canaria 35017, SpainUniv Las Palmas Gran Canaria, Inst Desarrollo Tecnol & Innovac Comunicac IDeT, Despacho D-102,Pabellon B,Ed Elect & Comunicac, Las Palmas Gran Canaria 35017, Spain
Travieso Gonzalez, Carlos Manuel
Mekyska, Jiri
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机构:
Brno Univ Technol, Dept Telecommun, Tech 10, Brno 61600, Czech RepublicUniv Las Palmas Gran Canaria, Inst Desarrollo Tecnol & Innovac Comunicac IDeT, Despacho D-102,Pabellon B,Ed Elect & Comunicac, Las Palmas Gran Canaria 35017, Spain
机构:
IRCCS Ctr San Giovanni Dio Fatebenefratelli, Neuropsychol Unit, Brescia, ItalyIRCCS Ctr San Giovanni Dio Fatebenefratelli, Neuropsychol Unit, Brescia, Italy
Cotelli, Maria
Manenti, Rosa
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IRCCS Ctr San Giovanni Dio Fatebenefratelli, Neuropsychol Unit, Brescia, ItalyIRCCS Ctr San Giovanni Dio Fatebenefratelli, Neuropsychol Unit, Brescia, Italy
Manenti, Rosa
Brambilla, Michela
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IRCCS Ctr San Giovanni Dio Fatebenefratelli, Neuropsychol Unit, Brescia, ItalyIRCCS Ctr San Giovanni Dio Fatebenefratelli, Neuropsychol Unit, Brescia, Italy
Brambilla, Michela
Gobbi, Elena
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IRCCS Ctr San Giovanni Dio Fatebenefratelli, Neuropsychol Unit, Brescia, ItalyIRCCS Ctr San Giovanni Dio Fatebenefratelli, Neuropsychol Unit, Brescia, Italy
Gobbi, Elena
Ferrari, Clarissa
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IRCCS Ist Ctr San Giovanni Dio Fatebenefratelli, Stat Serv, Brescia, ItalyIRCCS Ctr San Giovanni Dio Fatebenefratelli, Neuropsychol Unit, Brescia, Italy
Ferrari, Clarissa
Binetti, Giuliano
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机构:
IRCCS Ist Ctr San Giovanni Dio Fatebenefratelli, MAC Memory Ctr, Brescia, Italy
IRCCS Ist Ctr San Giovanni Dio Fatebenefratelli, Mol Markers Lab, Brescia, ItalyIRCCS Ctr San Giovanni Dio Fatebenefratelli, Neuropsychol Unit, Brescia, Italy
Binetti, Giuliano
Cappa, Stefano F.
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IRCCS Ist Ctr San Giovanni Dio Fatebenefratelli, Brescia, Italy
Scuola Univ Super IUSS Pavia, NEtS, Pavia, ItalyIRCCS Ctr San Giovanni Dio Fatebenefratelli, Neuropsychol Unit, Brescia, Italy