Cargando…
Computerized text and voice analysis of patients with chronic schizophrenia in art therapy
This explorative study of patients with chronic schizophrenia aimed to clarify whether group art therapy followed by a therapist-guided picture review could influence patients’ communication behaviour. Data on voice and speech characteristics were obtained via objective technological instruments, an...
Autor principal: | |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10520069/ https://www.ncbi.nlm.nih.gov/pubmed/37749186 http://dx.doi.org/10.1038/s41598-023-43069-y |
_version_ | 1785109832391458816 |
---|---|
author | Sprotte, Yvonne |
author_facet | Sprotte, Yvonne |
author_sort | Sprotte, Yvonne |
collection | PubMed |
description | This explorative study of patients with chronic schizophrenia aimed to clarify whether group art therapy followed by a therapist-guided picture review could influence patients’ communication behaviour. Data on voice and speech characteristics were obtained via objective technological instruments, and these characteristics were selected as indicators of communication behaviour. Seven patients were recruited to participate in weekly group art therapy over a period of 6 months. Three days after each group meeting, they talked about their last picture during a standardized interview that was digitally recorded. The audio recordings were evaluated using validated computer-assisted procedures, the transcribed texts were evaluated using the German version of the LIWC2015 program, and the voice recordings were evaluated using the audio analysis software VocEmoApI. The dual methodological approach was intended to form an internal control of the study results. An exploratory factor analysis of the complete sets of output parameters was carried out with the expectation of obtaining typical speech and voice characteristics that map barriers to communication in patients with schizophrenia. The parameters of both methods were thus processed into five factors each, i.e., into a quantitative digitized classification of the texts and voices. The factor scores were subjected to a linear regression analysis to capture possible process-related changes. Most patients continued to participate in the study. This resulted in high-quality datasets for statistical analysis. To answer the study question, two results were summarized: First, text analysis factor called Presence proved to be a potential surrogate parameter for positive language development. Second, quantitative changes in vocal emotional factors were detected, demonstrating differentiated activation patterns of emotions. These results can be interpreted as an expression of a cathartic healing process. The methods presented in this study make a potentially significant contribution to quantitative research into the effectiveness and mode of action of art therapy. |
format | Online Article Text |
id | pubmed-10520069 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-105200692023-09-27 Computerized text and voice analysis of patients with chronic schizophrenia in art therapy Sprotte, Yvonne Sci Rep Article This explorative study of patients with chronic schizophrenia aimed to clarify whether group art therapy followed by a therapist-guided picture review could influence patients’ communication behaviour. Data on voice and speech characteristics were obtained via objective technological instruments, and these characteristics were selected as indicators of communication behaviour. Seven patients were recruited to participate in weekly group art therapy over a period of 6 months. Three days after each group meeting, they talked about their last picture during a standardized interview that was digitally recorded. The audio recordings were evaluated using validated computer-assisted procedures, the transcribed texts were evaluated using the German version of the LIWC2015 program, and the voice recordings were evaluated using the audio analysis software VocEmoApI. The dual methodological approach was intended to form an internal control of the study results. An exploratory factor analysis of the complete sets of output parameters was carried out with the expectation of obtaining typical speech and voice characteristics that map barriers to communication in patients with schizophrenia. The parameters of both methods were thus processed into five factors each, i.e., into a quantitative digitized classification of the texts and voices. The factor scores were subjected to a linear regression analysis to capture possible process-related changes. Most patients continued to participate in the study. This resulted in high-quality datasets for statistical analysis. To answer the study question, two results were summarized: First, text analysis factor called Presence proved to be a potential surrogate parameter for positive language development. Second, quantitative changes in vocal emotional factors were detected, demonstrating differentiated activation patterns of emotions. These results can be interpreted as an expression of a cathartic healing process. The methods presented in this study make a potentially significant contribution to quantitative research into the effectiveness and mode of action of art therapy. Nature Publishing Group UK 2023-09-25 /pmc/articles/PMC10520069/ /pubmed/37749186 http://dx.doi.org/10.1038/s41598-023-43069-y Text en © The Author(s) 2023 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 Sprotte, Yvonne Computerized text and voice analysis of patients with chronic schizophrenia in art therapy |
title | Computerized text and voice analysis of patients with chronic schizophrenia in art therapy |
title_full | Computerized text and voice analysis of patients with chronic schizophrenia in art therapy |
title_fullStr | Computerized text and voice analysis of patients with chronic schizophrenia in art therapy |
title_full_unstemmed | Computerized text and voice analysis of patients with chronic schizophrenia in art therapy |
title_short | Computerized text and voice analysis of patients with chronic schizophrenia in art therapy |
title_sort | computerized text and voice analysis of patients with chronic schizophrenia in art therapy |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10520069/ https://www.ncbi.nlm.nih.gov/pubmed/37749186 http://dx.doi.org/10.1038/s41598-023-43069-y |
work_keys_str_mv | AT sprotteyvonne computerizedtextandvoiceanalysisofpatientswithchronicschizophreniainarttherapy |