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Establishment and psychometric characteristics of emotional words list for suicidal risk assessment in speech emotion recognition
BACKGROUND: Emotional disturbance is an important risk factor of suicidal behaviors. To ensure speech emotion recognition (SER), a novel technique to evaluate emotional characteristics of speech, precision in labeling emotional words is a prerequisite. Currently, a list of suicide-related emotional...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9691664/ https://www.ncbi.nlm.nih.gov/pubmed/36440401 http://dx.doi.org/10.3389/fpsyt.2022.1022036 |
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author | Shen, Juan Zhang, Shuo Tong, Yongsheng Dong, Xiangmin Wang, Xuelian Fu, Guanghui Zhao, Liting Wu, Mengjie Yin, Yi Wang, Yuehua Liu, Nancy H. Wu, Jianlan Li, Jianqiang |
author_facet | Shen, Juan Zhang, Shuo Tong, Yongsheng Dong, Xiangmin Wang, Xuelian Fu, Guanghui Zhao, Liting Wu, Mengjie Yin, Yi Wang, Yuehua Liu, Nancy H. Wu, Jianlan Li, Jianqiang |
author_sort | Shen, Juan |
collection | PubMed |
description | BACKGROUND: Emotional disturbance is an important risk factor of suicidal behaviors. To ensure speech emotion recognition (SER), a novel technique to evaluate emotional characteristics of speech, precision in labeling emotional words is a prerequisite. Currently, a list of suicide-related emotional word is absent. The aims of this study were to establish an Emotional Words List for Suicidal Risk Assessment (EWLSRA) and test the reliability and validity of the list in a suicide-related SER task. METHODS: Suicide-related emotion words were nominated and discussed by 10 suicide prevention professionals. Sixty-five tape-recordings of calls to a large psychological support hotline in China were selected to test psychometric characteristics of the EWLSRA. RESULTS: The results shows that the EWLSRA consists of 11 emotion words which were highly associated with suicide risk scores and suicide attempts. Results of exploratory factor analysis support one-factor model of this list. The Fleiss’ Kappa value of 0.42 indicated good inter-rater reliability of the list. In terms of criteria validities, indices of despair (Spearman ρ = 0.54, P < 0.001), sadness (ρ = 0.37, P = 0.006), helplessness (ρ = 0.45, P = 0.001), and numbness (ρ = 0.35, P = 0.009) were significantly associated with suicidal risk scores. The index of the emotional word of numbness in callers with suicide attempt during the 12-month follow-up was significantly higher than that in callers without suicide attempt during the follow-up (P = 0.049). CONCLUSION: This study demonstrated that the EWLSRA has adequate psychometric performance in identifying suicide-related emotional words of recording of hotline callers to a national wide suicide prevention line. This list can be useful for SER in future studies on suicide prevention. |
format | Online Article Text |
id | pubmed-9691664 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-96916642022-11-26 Establishment and psychometric characteristics of emotional words list for suicidal risk assessment in speech emotion recognition Shen, Juan Zhang, Shuo Tong, Yongsheng Dong, Xiangmin Wang, Xuelian Fu, Guanghui Zhao, Liting Wu, Mengjie Yin, Yi Wang, Yuehua Liu, Nancy H. Wu, Jianlan Li, Jianqiang Front Psychiatry Psychiatry BACKGROUND: Emotional disturbance is an important risk factor of suicidal behaviors. To ensure speech emotion recognition (SER), a novel technique to evaluate emotional characteristics of speech, precision in labeling emotional words is a prerequisite. Currently, a list of suicide-related emotional word is absent. The aims of this study were to establish an Emotional Words List for Suicidal Risk Assessment (EWLSRA) and test the reliability and validity of the list in a suicide-related SER task. METHODS: Suicide-related emotion words were nominated and discussed by 10 suicide prevention professionals. Sixty-five tape-recordings of calls to a large psychological support hotline in China were selected to test psychometric characteristics of the EWLSRA. RESULTS: The results shows that the EWLSRA consists of 11 emotion words which were highly associated with suicide risk scores and suicide attempts. Results of exploratory factor analysis support one-factor model of this list. The Fleiss’ Kappa value of 0.42 indicated good inter-rater reliability of the list. In terms of criteria validities, indices of despair (Spearman ρ = 0.54, P < 0.001), sadness (ρ = 0.37, P = 0.006), helplessness (ρ = 0.45, P = 0.001), and numbness (ρ = 0.35, P = 0.009) were significantly associated with suicidal risk scores. The index of the emotional word of numbness in callers with suicide attempt during the 12-month follow-up was significantly higher than that in callers without suicide attempt during the follow-up (P = 0.049). CONCLUSION: This study demonstrated that the EWLSRA has adequate psychometric performance in identifying suicide-related emotional words of recording of hotline callers to a national wide suicide prevention line. This list can be useful for SER in future studies on suicide prevention. Frontiers Media S.A. 2022-11-11 /pmc/articles/PMC9691664/ /pubmed/36440401 http://dx.doi.org/10.3389/fpsyt.2022.1022036 Text en Copyright © 2022 Shen, Zhang, Tong, Dong, Wang, Fu, Zhao, Wu, Yin, Wang, Liu, Wu and Li. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Psychiatry Shen, Juan Zhang, Shuo Tong, Yongsheng Dong, Xiangmin Wang, Xuelian Fu, Guanghui Zhao, Liting Wu, Mengjie Yin, Yi Wang, Yuehua Liu, Nancy H. Wu, Jianlan Li, Jianqiang Establishment and psychometric characteristics of emotional words list for suicidal risk assessment in speech emotion recognition |
title | Establishment and psychometric characteristics of emotional words list for suicidal risk assessment in speech emotion recognition |
title_full | Establishment and psychometric characteristics of emotional words list for suicidal risk assessment in speech emotion recognition |
title_fullStr | Establishment and psychometric characteristics of emotional words list for suicidal risk assessment in speech emotion recognition |
title_full_unstemmed | Establishment and psychometric characteristics of emotional words list for suicidal risk assessment in speech emotion recognition |
title_short | Establishment and psychometric characteristics of emotional words list for suicidal risk assessment in speech emotion recognition |
title_sort | establishment and psychometric characteristics of emotional words list for suicidal risk assessment in speech emotion recognition |
topic | Psychiatry |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9691664/ https://www.ncbi.nlm.nih.gov/pubmed/36440401 http://dx.doi.org/10.3389/fpsyt.2022.1022036 |
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