metricas
covid
Buscar en
European Journal of Psychiatry
Toda la web
Inicio European Journal of Psychiatry Mental illness discussion variations on X: Topic modelling and sentiment analysi...
Información de la revista
Vol. 39. Núm. 2.
(abril - junio 2025)
Compartir
Descargar PDF
Más opciones de artículo
Vol. 39. Núm. 2.
(abril - junio 2025)
Original article
Mental illness discussion variations on X: Topic modelling and sentiment analysis
Visitas
3
Javier Domingo-Espiñeiraa, Andrea Varaona-Santosb,
Autor para correspondencia
varaonaandrea@gmail.com

Corresponding author.
, Francisco J. Lara Abelendac, María Monterob, Emilio Fernandez-Egead,e, Leticia I Muñoz-Manchadof,g, Miguel A. Ortegah,i, Melchor Álvarez-Monb,h,i,j, Miguel Ángel Álvarez-Monb,i,k,l
a Facultad de Ciencias Económicas y Empresariales, Universidad a Distancia de Madrid -UDIMA, Ctra. de la Coruña, km 38.500 -Vía de Servicio, 15 - 28400, Collado Villalba, Madrid, Spain
b Department of Medicine and Medical Specialities, Faculty of Medicine and Health Sciences, University of Alcalá, Álcala de Henares, Spain
c Department of Signal Theory and Communications, Telematics, and Computing Systems, Rey Juan Carlos University, Fuenlabrada, Spain
d Department of Psychiatry, University of Cambridge, United Kingdom
e Cambridge Psychosis Centre, Cambridgeshire and Peterborough NHS Foundation Trust, Cambridge, United Kingdom
f Unidad de Gestión Clínica de Salud Mental, Área de Gestión Sanitaria Norte de Cádiz, Hospital Universitario de Jerez de la Frontera, Cádiz, España
g Severe Mental Disorder Research Group, Department of Neuroscience, University of Cádiz, Instituto de Investigación e Innovación Biomédica de Cádiz (INiBICA), Cádiz, Spain
h Department of Medicine and Medical Specialities, Networking Research Center for Liver and Digestive Diseases (CIBEREHD), University of Alcalá, 28801, Alcalá de Henares, Spain
i Ramón y Cajal Institute of Sanitary Research (IRYCIS), 28034, Madrid, Spain
j Immune System Diseases-Rheumatology and Internal Medicine Service, University Hospital Prince of Asturias, 28806, Alcalá de Henares, Spain
k Department of Psychiatry and Mental Health, Hospital Universitario Infanta Leonor, Madrid, Spain
l CIBERSAM-ISCIII (Biomedical Research Networking Centre in Mental Health), Madrid, Spain
Ver más
Este artículo ha recibido
Información del artículo
Resumen
Texto completo
Bibliografía
Descargar PDF
Estadísticas
Figuras (5)
Mostrar másMostrar menos
Abstract
Background and objectives

Social Media Listening has become essential for understanding societal attitudes about mental health. However, there is a lack of studies focusing on Spanish-language discussions and long-term analyses. This study aims to investigate the evolution of Spanish and English public discourse on nine psychiatric disorders over 15 years on X, identifying frequently addressed topics and associated emotions.

Methods

We collected and analyzed tweets in English and Spanish from 2007 to 2022, referring to nine psychiatric disorders (autism, ADHD, schizophrenia, bipolar disorder, depressive episode, anxiety, addictions, insomnia, and suicide). Advanced topic modeling and sentiment analysis were applied.

Results

The study revealed differences in tweet volumes across disorders and languages. Anxiety was the most prevalent term in both Spanish and English tweets. Spanish discussions emphasized insomnia and suicide attempts, while English tweets highlighted autism and schizophrenia. Tweets about bipolar disorder, depressive episode, and addictions were consistently low in both languages. Over time, Spanish tweets on insomnia, anxiety, and suicide attempts increased, while English tweets on autism, anxiety, suicide attempts, and schizophrenia spiked in 2018 and 2019. Topic modeling indicated that Spanish tweets focused on personal experiences with mental disorders and their impact on life, primarily associated with anger, fear, sadness, and joy. English tweets centered on social awareness and advocacy, eliciting fear, followed by treatment and prevention, associated with fear and sadness.

Conclusions

Despite fewer discussions on X about severe mental disorders like bipolar disorder, schizophrenia, and addictions, X serves as a supportive environment for mental health discourse. Spanish-speaking users share personal experiences, fostering self-expression, while English users promote social awareness and advocacy. This highlights X's role in normalizing mental health conversations, reducing stigma, and increasing support.

Keywords:
Mental illness
Mental disorder
Mental health discourse
Social media
Analysis

Artículo

Opciones para acceder a los textos completos de la publicación European Journal of Psychiatry
Suscriptor
Suscriptor de la revista

Si ya tiene sus datos de acceso, clique aquí.

Si olvidó su clave de acceso puede recuperarla clicando aquí y seleccionando la opción "He olvidado mi contraseña".
Comprar
Comprar acceso al artículo

Comprando el artículo el PDF del mismo podrá ser descargado

Comprar ahora
Contactar
Teléfono para suscripciones e incidencias
De lunes a viernes de 9h a 18h (GMT+1) excepto los meses de julio y agosto que será de 9 a 15h
Llamadas desde España
932 415 960
Llamadas desde fuera de España
+34 932 415 960
E-mail
Opciones de artículo
es en pt

¿Es usted profesional sanitario apto para prescribir o dispensar medicamentos?

Are you a health professional able to prescribe or dispense drugs?

Você é um profissional de saúde habilitado a prescrever ou dispensar medicamentos

Quizás le interese:
10.1016/j.ejpsy.2024.100289
No mostrar más