Monitoring mental health in university students using digital tools

Brightline - a Digital Phenotyping Study Toward Advancing Mental Health on Campus

Observational Nanyang Technological University · NCT06770075

This study is trying to see if using wearable devices and smartphones can help track the mental health of university students by looking at their activity and sleep patterns over six months.

Quick facts

Study typeObservational
Enrollment500 (estimated)
Ages18 Years to 25 Years
SexAll
SponsorNanyang Technological University Academic / other
Locations1 site (Singapore)
Trial IDNCT06770075 on ClinicalTrials.gov

What this trial studies

This observational study aims to monitor university students over six months to identify digital behavioral markers associated with mental health conditions such as depression and anxiety. Participants will use wearable devices and smartphones to collect data on physical activity, sleep patterns, and other behavioral indicators. Self-report questionnaires will also be administered at various intervals to track changes in mental health symptoms. The goal is to develop predictive algorithms for mental health states based on the collected digital biomarkers.

Who should consider this trial

Good fit: Ideal candidates are full-time undergraduate students aged 18 or older who own a smartphone and can commit to the study requirements.

Not a fit: Patients currently diagnosed with severe mental health disorders or those undergoing treatment may not benefit from this study.

Why it matters

Potential benefit: If successful, this study could lead to improved identification and support for university students at risk of mental health conditions.

How similar studies have performed: Other studies utilizing digital phenotyping have shown promise in identifying mental health issues, suggesting potential success for this approach.

Eligibility criteria

Show full inclusion / exclusion criteria
Inclusion Criteria:

* Be aged 18 years or older.
* Be a current full-time undergraduate student.
* Own a smartphone with Wi-Fi, 4G, and Bluetooth capabilities.
* Possess adequate English language proficiency.
* Be able to download the study apps.
* Provide informed consent.

Exclusion Criteria:

* Are part-time students.
* Have a current diagnosis of any mental health disorder or a past diagnosis with any bipolar disorder, substance use disorder, or any psychotic disorder.
* Are currently undergoing mental health treatment.
* Lack sufficient English proficiency.
* Report suicidal ideation as indicated by Patient Health Questionnaire (PHQ-9) Item-9, "Thoughts you would be better off dead or of hurting yourself in some way".
* Cannot commit to wearing a wearable device for the six-month monitoring period.
* Receive special education accommodations or support from the university.

Where this trial is running

Singapore

Study contacts

How to participate

  1. Review the eligibility criteria above with your treating physician.
  2. Visit the official trial page on ClinicalTrials.gov for the most current contact information and recruitment status.
  3. Contact the listed study coordinator or principal investigator to request pre-screening. Pre-screening is free and never obligates you to enroll.
Conditions DepressionAnxietyStressPositive AffectNegative AffectLonelinessuniversity studentmental health
Last reviewed 2026-06-13 by the Find a Trial editorial team. Information on this page is for educational purposes and is not medical advice. Always consult qualified healthcare professionals about clinical trial participation.