APS

2026 APS Annual Convention · 2026

Identifying Latent Classes of Repeat Crisis Line Users: A Natural Language Processing Approach to Early Detection

Barcelona, Spain · May 2026

Posters · Mental Health in Focus: Symptoms, Support & Intervention

  • Tomas Madeira
  • Greg Buda
    Crisis Text Line
  • Elizabeth Olson
    Crisis Text Line
  • Kelly Zuromski
    Crisis Text Line

Abstract

Repeat texters are a large, high-risk group of crisis service users. To understand this population better, we analyzed 100,000 initial conversations using natural language processing and clustering methods. Preliminary results suggest distinct patterns in topics discussed in the first conversation, which could inform tailored interventions for this heterogeneous population.

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