Identification of transdiagnostic phenomena among patients, the general population, relatives, and mental health professionals using topic modeling techniques.

INTRODUCTION

Recent research has highlighted the limitations of the categorical approach to mental disorders and has increasingly supported the development of a transdiagnostic perspective. This emerging approach focuses on common distal factors (circumstantial, biological, and social) and psychological processes that contribute to psychological suffering across a range of disorders, as well as on the resulting psychological symptoms. The present study aims to identify transdiagnostic distal factors, psychological processes, and symptoms by analyzing narratives through topic modeling-an unsupervised machine learning technique, specifically within Natural Language Processing (NLP). Topic modeling enables the automatic extraction of latent themes from unstructured text, making it possible to identify psychological patterns grounded in patients' lived experiences.

METHODS

We recruited four groups of participants: Patients diagnosed with a psychiatric disorder (N = 445), Individuals from the general population (N = 570), Relatives of patients with psychiatric disorders (N = 354), and Mental health professionals (N = 131). Participants answered open-ended questions exploring the causes of psychological suffering, their wishes for change, and their previous experiences with psychotherapy.

RESULTS

We identified 258 topics, which were organized into 12 overarching themes. The most prominent topics concerned Emotional and Psychological Difficulties, Family and Social Relationships, and Therapeutic Processes. Each theme showed a comparable prevalence across the different diagnostic categories, supporting the transdiagnostic nature of these phenomena.

CONCLUSION

Topic modeling can be used effectively to identify transdiagnostic distal factors, psychological processes, and symptoms from diverse narratives. This approach tends to provide a novel means of supporting the relevance and validity of the transdiagnostic perspective.