AI-Driven Multimodal Therapeutic System With Virtual Reality Integration for Anxiety Disorders in Adolescents

January 17, 2026 updated by: STEM Egypt

Many young people in the Middle East face anxiety problems, and social stigma often stops them from getting help. Doctors' usual talks sometimes miss the right diagnosis, and most treatments only target one part of anxiety (thoughts, feelings, or body reactions). This study tested a free mobile app designed to help teens aged 13-19 manage anxiety better on their own or with support.

The app uses artificial intelligence (AI) to chat with users, ask questions based on standard medical guidelines, and suggest a personalized plan. It combines four proven therapy styles:

  • Cognitive Behavioral Therapy (CBT) - helps change unhelpful thoughts and behaviors
  • Acceptance and Commitment Therapy (ACT) - teaches accepting feelings while focusing on what matters
  • Mindfulness-Based Cognitive Therapy (MBCT) - combines mindfulness with ways to handle negative thoughts
  • Mindfulness-Based Stress Reduction (MBSR) - uses mindfulness exercises to reduce stress

Users can also write in a private journal, review their past entries to track patterns, join video group sessions with other teens (after a short readiness check to ensure a good fit), and try virtual reality exercises to face fears safely. The app works in many languages, including Egyptian Arabic dialects, keeps chats private and encrypted, and only shares info with a psychiatrist for diagnosis help if needed. It also uses AI to read facial expressions and voice tone for real-time feedback on emotions.

We enrolled 587 teens (some used the app, others did not as a comparison group) and measured how well the app diagnosed anxiety and reduced symptoms.

Study Overview

Status

Completed

Intervention / Treatment

Detailed Description

Anxiety disorders show rising prevalence in the Middle East (estimated at 6.33% in recent data), compounded by cultural stigma that limits help-seeking. Conventional diagnostic interviews are prone to misclassification, and unimodal therapies often fail to address the full cognitive, emotional, and physiological dimensions of anxiety.

This randomized controlled trial evaluated a mobile application delivering an integrated, AI-assisted intervention for adolescents aged 13-19 years with anxiety symptoms or disorders. The app employs an unstructured diagnostic model powered by the Gemini API, synthesizing DSM-5 and SCID-RV criteria via natural language processing to inform personalized treatment pathways.

The core intervention integrates four evidence-based psychotherapeutic modalities within a single platform:

  • Cognitive Behavioral Therapy (CBT) techniques for cognitive restructuring and behavioral experiments
  • Acceptance and Commitment Therapy (ACT) modules emphasizing values clarification, defusion, and committed action
  • Mindfulness-Based Cognitive Therapy (MBCT) for relapse prevention and metacognitive awareness
  • Mindfulness-Based Stress Reduction (MBSR) practices for stress physiology regulation

Additional components include:

  • Secure, encrypted journaling for thought/emotion tracking
  • Historical data review to contextualize symptom patterns
  • Video-based synchronous group therapy sessions, with group assignment guided by the adapted Adolescent Group Therapy Readiness Questionnaire (AGTRQ; derived from GTQ/GRQ) to optimize therapeutic fit and cohesion
  • Real-time AI-driven analysis of facial expressions and vocal prosody for emotional state feedback
  • Virtual Reality Exposure Therapy (VRET) modules for graduated exposure to anxiety triggers
  • Full multilingual support, including colloquial Egyptian Arabic
  • Privacy safeguards restrict psychiatrist access to diagnostic outputs only.

The trial used a parallel-group design with an experimental arm (app access; n=217) versus control (n=370; likely treatment-as-usual or waitlist based on standard practices).

Study Type

Interventional

Enrollment (Actual)

587

Phase

  • Not Applicable

Contacts and Locations

This section provides the contact details for those conducting the study, and information on where this study is being conducted.

Study Locations

      • Cairo, Egypt
        • STEM Egypty

Participation Criteria

Researchers look for people who fit a certain description, called eligibility criteria. Some examples of these criteria are a person's general health condition or prior treatments.

Eligibility Criteria

Ages Eligible for Study

  • Child
  • Adult

Accepts Healthy Volunteers

No

Description

Inclusion Criteria:

  • Adolescents aged 13 to 19 years (inclusive) at the time of enrollment.
  • Presence of anxiety symptoms or diagnosed anxiety disorder
  • Access to a compatible smartphone

Exclusion Criteria:

  • Age <13 years or >19 years
  • Severe psychiatric comorbidities (psychosis or active suicidality)
  • Intellectual disability or conditions preventing app use

Study Plan

This section provides details of the study plan, including how the study is designed and what the study is measuring.

How is the study designed?

Design Details

  • Primary Purpose: Treatment
  • Allocation: Randomized
  • Interventional Model: Parallel Assignment
  • Masking: None (Open Label)

Arms and Interventions

Participant Group / Arm
Intervention / Treatment
Experimental: Mobile App Intervention

Participants in this arm received access to a multilingual mobile application designed for adolescents aged 13-19 with anxiety disorders. The app featured:

  • An AI chatbot using the Gemini API for diagnostic support based on DSM-5 and SCID-RV criteria.
  • Integrated unstructured therapeutic modules combining Cognitive Behavioral Therapy (CBT), Acceptance and Commitment Therapy (ACT), Mindfulness-Based Cognitive Therapy (MBCT), and Mindfulness-Based Stress Reduction (MBSR).
  • Journaling for thought tracking, history review for context, real-time AI facial-expression and voice-tone analysis for emotional feedback.
  • Video-based group therapy sessions assigned via the adapted Adolescent Group Therapy Readiness Questionnaire (AGTRQ).
  • Virtual Reality Exposure Therapy (VRET) modules. Participants used the app as their primary intervention for anxiety management (n=217).
A mobile application delivering an integrated behavioral intervention for anxiety disorders in adolescents aged 13-19. It uses an AI chatbot for diagnostic support (DSM-5/SCID-RV criteria) and personalized delivery of four evidence-based therapies: Cognitive Behavioral Therapy (CBT), Acceptance and Commitment Therapy (ACT), Mindfulness-Based Cognitive Therapy (MBCT), and Mindfulness-Based Stress Reduction (MBSR). Additional features include secure journaling, session history review, AI real-time emotional feedback via facial expression and voice-tone analysis, video-based group therapy with readiness screening (AGTRQ), Virtual Reality Exposure Therapy (VRET) modules, multilingual support (including Egyptian Arabic dialects), and encrypted data privacy with limited psychiatrist access for diagnostic purposes only.
No Intervention: Control Group
Participants in this arm did not receive access to the mobile application or any study-specific intervention during the trial period. They continued with standard care or no additional anxiety management support (treatment as usual or equivalent passive control; n=370). This group served as the comparison to evaluate the efficacy of the mobile app intervention on anxiety symptoms (measured by SCAS) and diagnostic performance.

What is the study measuring?

Primary Outcome Measures

Outcome Measure
Measure Description
Time Frame
Change in Anxiety Symptoms (SCAS Total Score)
Time Frame: Baseline to post-intervention (8 weeks)
The primary outcome is the change in anxiety symptom severity, measured by the total score on the Spence Children's Anxiety Scale (SCAS; child self-report version, 44 items, 0-3 Likert scale per item, total range 0-114, higher scores indicate greater anxiety severity). The SCAS assesses symptoms aligned with DSM anxiety disorders (e.g., separation anxiety, social phobia, generalized anxiety, panic, obsessive-compulsive, physical injury fears). A clinically significant reduction is defined as exceeding the 4-6 point Minimal Clinically Important Difference (MCID) threshold established for pediatric anxiety measures. This outcome evaluates the efficacy of the mobile app intervention in reducing anxiety symptoms compared to the control group.
Baseline to post-intervention (8 weeks)
Diagnostic Performance of the AI Chatbot (Sensitivity)
Time Frame: After 8 weeks of Chatbot use
Sensitivity (true positive rate) of the app's AI chatbot diagnostic model (based on DSM-5 and SCID-RV criteria via Gemini API) in correctly identifying anxiety disorders compared to structured clinical assessment or expert confirmation. Reported as percentage. This evaluates the accuracy of the unstructured AI diagnostic approach in adolescents.
After 8 weeks of Chatbot use
Diagnostic Performance of the AI Chatbot (Specificity)
Time Frame: After 8 weeks of Chatbot use
Specificity (true negative rate) of the app's AI chatbot in correctly ruling out anxiety disorders. Reported as percentage.
After 8 weeks of Chatbot use

Secondary Outcome Measures

Outcome Measure
Measure Description
Time Frame
Diagnostic Performance Metrics (PPV, NPV, Accuracy, MCC, F1 Score)
Time Frame: After 8 weeks
Additional diagnostic validity indicators including Positive Predictive Value (PPV), Negative Predictive Value (NPV), overall accuracy, Matthews Correlation Coefficient (MCC), and F1 score of the AI diagnostic model. These provide a comprehensive evaluation of the chatbot's reliability for anxiety disorder classification in adolescents. Reported as percentages or coefficients.
After 8 weeks

Collaborators and Investigators

This is where you will find people and organizations involved with this study.

Sponsor

Study record dates

These dates track the progress of study record and summary results submissions to ClinicalTrials.gov. Study records and reported results are reviewed by the National Library of Medicine (NLM) to make sure they meet specific quality control standards before being posted on the public website.

Study Major Dates

Study Start (Actual)

July 15, 2025

Primary Completion (Actual)

September 15, 2025

Study Completion (Actual)

September 15, 2025

Study Registration Dates

First Submitted

December 31, 2025

First Submitted That Met QC Criteria

January 17, 2026

First Posted (Actual)

January 23, 2026

Study Record Updates

Last Update Posted (Actual)

January 23, 2026

Last Update Submitted That Met QC Criteria

January 17, 2026

Last Verified

December 1, 2025

More Information

Terms related to this study

Drug and device information, study documents

Studies a U.S. FDA-regulated drug product

No

Studies a U.S. FDA-regulated device product

No

This information was retrieved directly from the website clinicaltrials.gov without any changes. If you have any requests to change, remove or update your study details, please contact register@clinicaltrials.gov. As soon as a change is implemented on clinicaltrials.gov, this will be updated automatically on our website as well.

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