A wearable and phone system that tracks anxiety and memory in daily life

Developing the Context-Aware Multimodal Ecological Research and Assessment (CAMERA) Platform for Continuous Measurement and Prediction of Anxiety and Memory State

['FUNDING_OTHER'] · COLUMBIA UNIVERSITY HEALTH SCIENCES · NIH-11380652

This project will create a wearable and smartphone system that uses brain, heart, movement, sound, and short phone surveys to continuously predict anxiety levels and memory performance for people in everyday life.

Quick facts

Phase['FUNDING_OTHER']
Study typeNih_funding
SexAll
SponsorCOLUMBIA UNIVERSITY HEALTH SCIENCES (nih funded)
Locations1 site (NEW YORK, UNITED STATES)
Trial IDNIH-11380652 on ClinicalTrials.gov

What this research studies

You would wear sensors and use your smartphone while going about your day so the system can record brain signals, heart rate, movement, audio, and phone usage. The app will also send brief, context-aware questions that appear when your body signals suggest they would be informative. Machine learning will combine these inputs to produce ongoing estimates of your anxiety level and how well you are remembering things. This phase focuses on building and synchronizing the hardware and software; later work would test the models with people.

Who could benefit from this research

Good fit: Ideal participants are adults with anxiety symptoms or memory concerns who are willing to wear sensors, use a smartphone app, and complete brief surveys.

Not a fit: People who cannot use a smartphone, are unwilling to wear sensors, have severe cognitive impairment, or need immediate medical treatment may not receive benefit from this work.

Why it matters

Potential benefit: If successful, this could give people continuous, personalized information about rising anxiety or memory lapses to help guide clinicians or self-management.

How similar studies have performed: Previous research using phone and wearable sensors has shown promise detecting mood and anxiety changes, but combining brain recordings with adaptive, context-triggered surveys is a newer and less-tested approach.

Where this research is happening

NEW YORK, UNITED STATES

Researchers

About this research

  1. This is an active NIH-funded research project — typically early-stage science, not a clinical trial accepting patient enrollment.
  2. Some NIH-funded labs run parallel clinical studies or seek volunteers for related work. To check, contact the principal investigator or institution listed above.
  3. For full project details, budget, and progress reports, visit the official NIH RePORTER page below.

View on NIH RePORTER →

Last reviewed 2026-05-15 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.