TY - JOUR
T1 - Insights into adolescent well-being from computerised analysis of written language
AU - Shearer, Natalie J.
AU - Gillespie, Alanna N.
AU - Olds, Tim S.
AU - Mensah, Fiona K.
AU - Edwards, Ben
AU - Fernando, Julian W.
AU - Wang, Yichao
AU - Wake, Melissa
AU - Lycett, Kate
N1 - Publisher Copyright:
©2021 Foundation Acta Pædiatrica. Published by John Wiley & Sons Ltd
PY - 2021/6
Y1 - 2021/6
N2 - Aim: To examine associations between patterns of language use and early adolescent well-being. Methods: Participants were 1763 Australian 11- to 12-year-olds in the Child Health CheckPoint. Six patterns of language use were identified from a writing activity using Linguistic Inquiry and Word Count and factor analysis: Acting in the present and future, Positive emotion, Gender and relationships, Self-aware, Inquisitive and time focused, and Confident. Well-being measures represented a spectrum from negatively to positively framed psychosocial health. Associations between language use and well-being were estimated using linear regression adjusted for age, sex and social disadvantage. Results: Positive emotion (high emotional tone, positive emotion) was associated with better general well-being (standardised regression coefficient (SRC) 0.05; 95% confidence interval 0.00 to 0.11; p = 0.04), life satisfaction (0.06; 0.01 to 0.11; p = 0.03), psychosocial health (0.07; 0.02 to 0.12; p = 0.01) and quality of life (QoL) (0.06; 0.01 to 0.11; p = 0.02). Similarly, Self-aware (high first person singular pronouns, authentic, low clout) was associated with better general well-being, life satisfaction and psychosocial health (SRC 0.05, 0.09, 0.08), but Confident (high clout, first person plural pronouns, affiliation) was associated with worse life satisfaction, psychosocial health and QoL (SRC −0.06, −0.09, −0.06). Conclusion: If replicated in ‘real-world’ settings (e.g., social media), language patterns could provide naturalistic insights into early adolescents’ well-being.
AB - Aim: To examine associations between patterns of language use and early adolescent well-being. Methods: Participants were 1763 Australian 11- to 12-year-olds in the Child Health CheckPoint. Six patterns of language use were identified from a writing activity using Linguistic Inquiry and Word Count and factor analysis: Acting in the present and future, Positive emotion, Gender and relationships, Self-aware, Inquisitive and time focused, and Confident. Well-being measures represented a spectrum from negatively to positively framed psychosocial health. Associations between language use and well-being were estimated using linear regression adjusted for age, sex and social disadvantage. Results: Positive emotion (high emotional tone, positive emotion) was associated with better general well-being (standardised regression coefficient (SRC) 0.05; 95% confidence interval 0.00 to 0.11; p = 0.04), life satisfaction (0.06; 0.01 to 0.11; p = 0.03), psychosocial health (0.07; 0.02 to 0.12; p = 0.01) and quality of life (QoL) (0.06; 0.01 to 0.11; p = 0.02). Similarly, Self-aware (high first person singular pronouns, authentic, low clout) was associated with better general well-being, life satisfaction and psychosocial health (SRC 0.05, 0.09, 0.08), but Confident (high clout, first person plural pronouns, affiliation) was associated with worse life satisfaction, psychosocial health and QoL (SRC −0.06, −0.09, −0.06). Conclusion: If replicated in ‘real-world’ settings (e.g., social media), language patterns could provide naturalistic insights into early adolescents’ well-being.
KW - automated computerised analysis
KW - language patterns
KW - linguistic analysis
KW - mental health
KW - well-being
UR - http://www.scopus.com/inward/record.url?scp=85102261841&partnerID=8YFLogxK
U2 - 10.1111/apa.15813
DO - 10.1111/apa.15813
M3 - Article
SN - 0803-5253
VL - 110
SP - 1880
EP - 1889
JO - Acta Paediatrica, International Journal of Paediatrics
JF - Acta Paediatrica, International Journal of Paediatrics
IS - 6
ER -