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Behavior therapy incorporates diverse techniques rooted in classical conditioning principles to address maladaptive behaviors and anxiety disorders. These methods aim to reduce avoidance behaviors, foster adaptive coping mechanisms, and alter associations between stimuli and responses, making them effective in a wide range of therapeutic contexts.
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Detecting climate anxiety in therapy through natural language processing.

Lidor Bahar1, Simon A Rego2, Shiri Sadeh-Sharvit3,4

  • 1Eleos Health, Needham, MA, USA. Lidorb@eleos.health.

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|October 30, 2024
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Summary
This summary is machine-generated.

Global warming causes distress, but climate anxiety is rarely discussed in therapy. A study found climate topics in only 0.3% of sessions, indicating a gap in mental health care for climate-related issues.

Keywords:
Climate changeClimate-aware therapyEco-anxietyMachine learningPsychotherapyReal-world evidence

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Area of Science:

  • Mental Health
  • Environmental Psychology
  • Computational Linguistics

Background:

  • Global warming is linked to increased psychological distress and climate anxiety.
  • The expression and discussion of climate anxiety within therapeutic settings remain largely unexplored.
  • Natural Language Processing (NLP) offers a method to identify climate-related conversations in therapy.

Purpose of the Study:

  • To investigate the prevalence of climate and weather-related discussions in psychotherapy sessions.
  • To explore the relationship between client symptom severity and the likelihood of discussing climate topics.
  • To assess the potential of NLP in identifying these discussions for therapeutic training and feedback.

Main Methods:

  • Analysis of 32,542 therapy sessions from U.S. behavioral health programs (July 2020 - December 2022).
  • Utilized Natural Language Processing (NLP) to label 1,722,273 therapist-client micro-dialogues.
  • Examined the frequency of climate/weather topics and their correlation with client symptom levels.

Main Results:

  • Climate and weather-related topics comprised only 0.3% of analyzed therapy sessions.
  • Clients with higher levels of depressive or anxiety symptoms were less likely to discuss climate and weather.
  • A significant underrepresentation of climate change mental health concerns in psychotherapy was observed.

Conclusions:

  • Despite known links between global warming and mental health, these issues are inadequately addressed in current psychotherapy.
  • There is a notable gap between documented climate change mental health impacts and their presence in therapeutic discourse.
  • NLP tools show promise for enhancing therapist awareness and informing training on climate-related mental health topics.