Computerized text and voice analysis of patients with chronic schizophrenia in art therapy.
Journal
Scientific reports
ISSN: 2045-2322
Titre abrégé: Sci Rep
Pays: England
ID NLM: 101563288
Informations de publication
Date de publication:
25 09 2023
25 09 2023
Historique:
received:
08
08
2022
accepted:
19
09
2023
medline:
4
10
2023
pubmed:
26
9
2023
entrez:
25
9
2023
Statut:
epublish
Résumé
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.
Identifiants
pubmed: 37749186
doi: 10.1038/s41598-023-43069-y
pii: 10.1038/s41598-023-43069-y
pmc: PMC10520069
doi:
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Pagination
16062Informations de copyright
© 2023. Springer Nature Limited.
Références
JMIR Form Res. 2022 Jan 21;6(1):e26276
pubmed: 35060906
Hosp Community Psychiatry. 1987 Sep;38(9):988-91
pubmed: 3679106
PLoS One. 2014 Nov 13;9(11):e112348
pubmed: 25393414
Schizophr Res. 2020 Feb;216:24-40
pubmed: 31839552
BMJ. 2015 May 14;350:h1738
pubmed: 25976398
Curr Opin Psychiatry. 2014 May;27(3):203-9
pubmed: 24613984
IEEE J Sel Top Signal Process. 2020 Feb;14(2):282-298
pubmed: 33907590
Psychometrika. 1965 Jun;30:179-85
pubmed: 14306381
Front Psychiatry. 2020 Aug 19;11:846
pubmed: 32973586
Psychopathology. 2014;47(5):327-40
pubmed: 25227968
Laryngoscope Investig Otolaryngol. 2020 Jan 31;5(1):96-116
pubmed: 32128436
Acta Psychiatr Scand. 2012 Nov;126(5):363-76
pubmed: 22509998
Medwave. 2017 Jan 19;17(Suppl1):e6845
pubmed: 28112711
Health Technol Assess. 2012;16(8):iii-iv, 1-76
pubmed: 22364962
Span J Psychol. 2015 Nov 02;18:E86
pubmed: 26522128
PLoS One. 2019 Apr 9;14(4):e0214314
pubmed: 30964869
Psychiatry Res. 2016 Nov 30;245:8-14
pubmed: 27526311
J Acoust Soc Am. 1993 Feb;93(2):1097-108
pubmed: 8445120
Med Eng Phys. 2010 Nov;32(9):1074-9
pubmed: 20692864
Psychiatry Res. 2015 Jan 30;225(1-2):40-49
pubmed: 25480546
J Psychiatr Res. 2015 May;64:74-8
pubmed: 25777474