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Acoustic Markers of Suicidal Risk in Adolescents: Task- and Vowel-Specific Variations in Voice and Speech Parameters

Year: 2025
Type: article
Study design: Observational Study
Abstract: INTRODUCTION: Early detection of suicidal risk in adolescents is key to prevention. This study examines how acoustic voice and speech parameters vary based on task type (emotional vs. neutral) and vowel type, comparing adolescents with and without suicidal risk and considering sex differences. METHOD: A total of 435 adolescents were evaluated, with 393 completing all speech tasks correctly. The tasks included text reading, picture description, and personal question responses, offering conditions with varying emotional load. Over 40 acoustic parameters were extracted for each vowel instance (a, e, i, o, u), using Praat and custom Python scripts. Participants were classified by sex and suicidal risk (high vs. low), using validated clinical tools. RESULTS: Significant acoustic differences emerged based on task type and vowel. Emotionally charged tasks, especially image description, highlighted contrasts between groups. In males, first formant energy (E_F1) was prominent; in females, cepstral coefficients like MFCC7 showed key differences. Vowels /a/ and /e/ were particularly sensitive to risk-related variation. CONCLUSION: Acoustic analysis by vowel and task type can discriminate adolescents at suicidal risk. This approach shows promise as a supportive, noninvasive tool in educational and clinical environments and warrants further validation in diverse adolescent populations.
Language: English
Subfield: Physiology
Field: Medicine
Open Access status: hybrid
Estimated APC paid: $3,650
OpenAlex ID: W4416527077
FWCI: 1.097
Cites: 25
Cited by: 2
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