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Evaluation of emotional arousal level and depression severity using voice-derived sound pressure change acceleration
In this research, we propose a new index of emotional arousal level using sound pressure change acceleration, called the emotional arousal level voice index (EALVI), and investigate the relationship between this index and depression severity. First, EALVI values were calculated from various speech r...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8245525/ https://www.ncbi.nlm.nih.gov/pubmed/34193915 http://dx.doi.org/10.1038/s41598-021-92982-7 |
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author | Shinohara, Shuji Toda, Hiroyuki Nakamura, Mitsuteru Omiya, Yasuhiro Higuchi, Masakazu Takano, Takeshi Saito, Taku Tanichi, Masaaki Boku, Shuken Mitsuyoshi, Shunji So, Mirai Yoshino, Aihide Tokuno, Shinichi |
author_facet | Shinohara, Shuji Toda, Hiroyuki Nakamura, Mitsuteru Omiya, Yasuhiro Higuchi, Masakazu Takano, Takeshi Saito, Taku Tanichi, Masaaki Boku, Shuken Mitsuyoshi, Shunji So, Mirai Yoshino, Aihide Tokuno, Shinichi |
author_sort | Shinohara, Shuji |
collection | PubMed |
description | In this research, we propose a new index of emotional arousal level using sound pressure change acceleration, called the emotional arousal level voice index (EALVI), and investigate the relationship between this index and depression severity. First, EALVI values were calculated from various speech recordings in the interactive emotional dyadic motion capture database, and the correlation with the emotional arousal level of each voice was examined. The resulting correlation coefficient was 0.52 (n = 10,039, p < 2.2 × 10(−16)). We collected a total of 178 datasets comprising 10 speech phrases and the Hamilton Rating Scale for Depression (HAM-D) score of outpatients with major depression at the Ginza Taimei Clinic (GTC) and the National Defense Medical College (NDMC) Hospital. The correlation coefficients between the EALVI and HAM-D scores were − 0.33 (n = 88, p = 1.8 × 10(−3)) and − 0.43 (n = 90, p = 2.2 × 10(−5)) at the GTC and NDMC, respectively. Next, the dataset was divided into “no depression” (HAM-D < 8) and “depression” groups (HAM-D ≥ 8) according to the HAM-D score. The number of patients in the “no depression” and “depression” groups were 10 and 78 in the GTC data, and 65 and 25 in the NDMC data, respectively. There was a significant difference in the mean EALVI values between the two groups in both the GTC and NDMC data (p = 8.9 × 10(−3), Cliff’s delta = 0.51 and p = 1.6 × 10(−3); Cliff’s delta = 0.43, respectively). The area under the curve of the receiver operating characteristic curve when discriminating both groups by EALVI was 0.76 in GTC data and 0.72 in NDMC data. Indirectly, the data suggest that there is some relationship between emotional arousal level and depression severity. |
format | Online Article Text |
id | pubmed-8245525 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-82455252021-07-06 Evaluation of emotional arousal level and depression severity using voice-derived sound pressure change acceleration Shinohara, Shuji Toda, Hiroyuki Nakamura, Mitsuteru Omiya, Yasuhiro Higuchi, Masakazu Takano, Takeshi Saito, Taku Tanichi, Masaaki Boku, Shuken Mitsuyoshi, Shunji So, Mirai Yoshino, Aihide Tokuno, Shinichi Sci Rep Article In this research, we propose a new index of emotional arousal level using sound pressure change acceleration, called the emotional arousal level voice index (EALVI), and investigate the relationship between this index and depression severity. First, EALVI values were calculated from various speech recordings in the interactive emotional dyadic motion capture database, and the correlation with the emotional arousal level of each voice was examined. The resulting correlation coefficient was 0.52 (n = 10,039, p < 2.2 × 10(−16)). We collected a total of 178 datasets comprising 10 speech phrases and the Hamilton Rating Scale for Depression (HAM-D) score of outpatients with major depression at the Ginza Taimei Clinic (GTC) and the National Defense Medical College (NDMC) Hospital. The correlation coefficients between the EALVI and HAM-D scores were − 0.33 (n = 88, p = 1.8 × 10(−3)) and − 0.43 (n = 90, p = 2.2 × 10(−5)) at the GTC and NDMC, respectively. Next, the dataset was divided into “no depression” (HAM-D < 8) and “depression” groups (HAM-D ≥ 8) according to the HAM-D score. The number of patients in the “no depression” and “depression” groups were 10 and 78 in the GTC data, and 65 and 25 in the NDMC data, respectively. There was a significant difference in the mean EALVI values between the two groups in both the GTC and NDMC data (p = 8.9 × 10(−3), Cliff’s delta = 0.51 and p = 1.6 × 10(−3); Cliff’s delta = 0.43, respectively). The area under the curve of the receiver operating characteristic curve when discriminating both groups by EALVI was 0.76 in GTC data and 0.72 in NDMC data. Indirectly, the data suggest that there is some relationship between emotional arousal level and depression severity. Nature Publishing Group UK 2021-06-30 /pmc/articles/PMC8245525/ /pubmed/34193915 http://dx.doi.org/10.1038/s41598-021-92982-7 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Shinohara, Shuji Toda, Hiroyuki Nakamura, Mitsuteru Omiya, Yasuhiro Higuchi, Masakazu Takano, Takeshi Saito, Taku Tanichi, Masaaki Boku, Shuken Mitsuyoshi, Shunji So, Mirai Yoshino, Aihide Tokuno, Shinichi Evaluation of emotional arousal level and depression severity using voice-derived sound pressure change acceleration |
title | Evaluation of emotional arousal level and depression severity using voice-derived sound pressure change acceleration |
title_full | Evaluation of emotional arousal level and depression severity using voice-derived sound pressure change acceleration |
title_fullStr | Evaluation of emotional arousal level and depression severity using voice-derived sound pressure change acceleration |
title_full_unstemmed | Evaluation of emotional arousal level and depression severity using voice-derived sound pressure change acceleration |
title_short | Evaluation of emotional arousal level and depression severity using voice-derived sound pressure change acceleration |
title_sort | evaluation of emotional arousal level and depression severity using voice-derived sound pressure change acceleration |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8245525/ https://www.ncbi.nlm.nih.gov/pubmed/34193915 http://dx.doi.org/10.1038/s41598-021-92982-7 |
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