Mental illness discussion variations on X: Topic modelling and sentiment analysis

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.