Speech Analysis as a Tool for Detection and Monitoring of Medical Conditions: A review
The goal of this article is to present and compare recent approaches which use speech and voice analysis as biomarkers for screening tests and monitoring of some diseases. The article takes into account metabolic, respiratory, cardiovascular, endocrine, and nervous system disorders. A selection of a...
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| Format: | Article |
| Language: | English |
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Institute of Fundamental Technological Research Polish Academy of Sciences
2023-08-01
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| Series: | Archives of Acoustics |
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| Online Access: | https://acoustics.ippt.pan.pl/index.php/aa/article/view/3614 |
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| author | Magdalena IGRAS-CYBULSKA Daria HEMMERLING Mariusz ZIÓŁKO Wojciech DATKA Ewa STOGOWSKA Michał KUCHARSKI Rafał RZEPKA Bartosz ZIÓŁKO |
| author_facet | Magdalena IGRAS-CYBULSKA Daria HEMMERLING Mariusz ZIÓŁKO Wojciech DATKA Ewa STOGOWSKA Michał KUCHARSKI Rafał RZEPKA Bartosz ZIÓŁKO |
| author_sort | Magdalena IGRAS-CYBULSKA |
| collection | DOAJ |
| description | The goal of this article is to present and compare recent approaches which use speech and voice analysis as biomarkers for screening tests and monitoring of some diseases. The article takes into account metabolic, respiratory, cardiovascular, endocrine, and nervous system disorders. A selection of articles was performed to identify studies that assess voice features quantitatively in selected disorders by acoustic and linguistic voice analysis. Information was extracted from each paper in order to compare various aspects of datasets, speech parameters, methods of applied analysis and obtained results. 110 research papers were reviewed and 47 databases were summarized. Speech analysis is a promising method for early diagnosis of certain disorders. Advanced computer voice analysis with machine learning algorithms combined with the widespread availability of smartphones allows diagnostic analysis to be conducted during the patient’s visit to the doctor or at the patient’s home during a telephone conversation. Speech analysis is a simple, low-cost, non-invasive and easy-toprovide method of medical diagnosis. These are remarkable advantages, but there are also disadvantages. The effectiveness of disease diagnoses varies from 65% up to 99%. For that reason it should be treated as a medical screening test and should be an indication of the need for classic medical tests. |
| format | Article |
| id | doaj-art-bcbd9ab6ddcd403ab6884d24d4b3c604 |
| institution | Kabale University |
| issn | 0137-5075 2300-262X |
| language | English |
| publishDate | 2023-08-01 |
| publisher | Institute of Fundamental Technological Research Polish Academy of Sciences |
| record_format | Article |
| series | Archives of Acoustics |
| spelling | doaj-art-bcbd9ab6ddcd403ab6884d24d4b3c6042025-08-20T03:39:26ZengInstitute of Fundamental Technological Research Polish Academy of SciencesArchives of Acoustics0137-50752300-262X2023-08-0148310.24425/aoa.2023.146640Speech Analysis as a Tool for Detection and Monitoring of Medical Conditions: A reviewMagdalena IGRAS-CYBULSKA0https://orcid.org/0000-0001-5621-7901Daria HEMMERLING1https://orcid.org/0000-0002-2193-7690Mariusz ZIÓŁKO2https://orcid.org/0000-0001-6260-7850Wojciech DATKA3Ewa STOGOWSKA4Michał KUCHARSKI5Rafał RZEPKA6Bartosz ZIÓŁKO7https://orcid.org/0000-0001-5485-88791) Techmo sp. z o.o. 2) AGH University of Science and Technology1) Techmo sp. z o.o. 2) AGH University of Science and TechnologyTechmo sp. z o. o.1) Medical University of Bialystok 2) Jagiellonian UniversityMedical University of BialystokTechmo sp. z o. o.Hokkaido University1) Techmo sp. z o.o. 2) Hokkaido UniversityThe goal of this article is to present and compare recent approaches which use speech and voice analysis as biomarkers for screening tests and monitoring of some diseases. The article takes into account metabolic, respiratory, cardiovascular, endocrine, and nervous system disorders. A selection of articles was performed to identify studies that assess voice features quantitatively in selected disorders by acoustic and linguistic voice analysis. Information was extracted from each paper in order to compare various aspects of datasets, speech parameters, methods of applied analysis and obtained results. 110 research papers were reviewed and 47 databases were summarized. Speech analysis is a promising method for early diagnosis of certain disorders. Advanced computer voice analysis with machine learning algorithms combined with the widespread availability of smartphones allows diagnostic analysis to be conducted during the patient’s visit to the doctor or at the patient’s home during a telephone conversation. Speech analysis is a simple, low-cost, non-invasive and easy-toprovide method of medical diagnosis. These are remarkable advantages, but there are also disadvantages. The effectiveness of disease diagnoses varies from 65% up to 99%. For that reason it should be treated as a medical screening test and should be an indication of the need for classic medical tests.https://acoustics.ippt.pan.pl/index.php/aa/article/view/3614speech analysisspeech featuresacoustic parameterslinguistic analysisvoice biomarkersscreening tests |
| spellingShingle | Magdalena IGRAS-CYBULSKA Daria HEMMERLING Mariusz ZIÓŁKO Wojciech DATKA Ewa STOGOWSKA Michał KUCHARSKI Rafał RZEPKA Bartosz ZIÓŁKO Speech Analysis as a Tool for Detection and Monitoring of Medical Conditions: A review Archives of Acoustics speech analysis speech features acoustic parameters linguistic analysis voice biomarkers screening tests |
| title | Speech Analysis as a Tool for Detection and Monitoring of Medical Conditions: A review |
| title_full | Speech Analysis as a Tool for Detection and Monitoring of Medical Conditions: A review |
| title_fullStr | Speech Analysis as a Tool for Detection and Monitoring of Medical Conditions: A review |
| title_full_unstemmed | Speech Analysis as a Tool for Detection and Monitoring of Medical Conditions: A review |
| title_short | Speech Analysis as a Tool for Detection and Monitoring of Medical Conditions: A review |
| title_sort | speech analysis as a tool for detection and monitoring of medical conditions a review |
| topic | speech analysis speech features acoustic parameters linguistic analysis voice biomarkers screening tests |
| url | https://acoustics.ippt.pan.pl/index.php/aa/article/view/3614 |
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