Leveraging ChatGLM-LoRA for Scalable Mental Health Interventions: A Cognitive Behavioural Therapy

Abstract

Cognitive Behavioural Therapy (CBT) has been extensively explored for its efficacy in addressing mental health challenges. The research demonstrates three applications which include treatment for paranoid schizophrenia with ongoing delusions and depression prediction through NLP Transformers that study social media content and mental health accessibility improvements through AI chatbot systems. The implementation of Virtual Reality technology together with Cognitive Behavioural Therapy enables university students to experience effective anxiety relief through its system. The development of ChatGLM-LoRA models for insomnia treatment demonstrates how CBT has evolved to meet contemporary needs of psychotherapeutic systems. The mental health treatment of various disorders shows the effective results which Cognitive Behavioural Therapy (CBT) delivers through its various technological advancements. Cognitive Behavioural Therapy (CBT) has been used to treat paranoid schizophrenia which is characterized by people experiencing continuous delusions and strong distrust towards others. The research showed that participants who were specifically chosen for the study achieved major progress in their understanding of delusions and their belief systems and behaviour patterns after they received therapy which proved to be effective at correcting their mental misperceptions. The chronic sleep disorder insomnia which affects sleep patterns and health has been treated through AI-driven CBT interventions that use ChatGLM-LoRA models to develop conversational applications which achieved clinical trial validation of their effectiveness. The virtual reality system found in CBT introduces a gamified experience, which enables university students to use 3D environments for learning CBT principles while they undergo anxiety treatment. The research demonstrates that CBTA has achieved wider availability through its use of AI technologies, which provide accessible, non-disruptive methods to treat complex mental health disorders.