MINDER wearable band to detect buprenorphine use

MINDER: Wearable sensor-based detection of digital biomarkers of adherence to medications for opioid use disorder

NIH-funded research Univ of Massachusetts Med Sch Worcester · NIH-11321626

This project uses a lightweight wearable band, a smartphone app, and AI to spot when people on buprenorphine for opioid use disorder take their medication.

Quick facts

Grant typeR01 grant
Study typeNIH-funded research
Funding institutionUniv of Massachusetts Med Sch Worcester NIH-funded
Lab location1 site (Worcester, United States)
Project IDNIH-11321626 on NIH RePORTER

What this research studies

You would wear a low-profile upper-arm band (the MINDER-band) that continuously records simple body signals while a companion app collects data. The team will create a labeled dataset of confirmed buprenorphine ingestions and train machine learning models to recognize the physiological pattern of taking the medication. Data will flow to a clinician-facing portal so care teams can explore how the system might support treatment. Finally, the system will be tried in real-world MOUD treatment settings to learn how people and clinics use the band and app.

Who could benefit from this research

Good fit: Ideal candidates are people with opioid use disorder who are prescribed buprenorphine and are willing to wear an upper-arm sensor and use a companion smartphone app.

Not a fit: People who are not taking buprenorphine, who cannot or will not wear a device, or who lack a compatible smartphone are unlikely to benefit directly from this project.

Why it matters

Potential benefit: If successful, the system could give patients and clinicians timely, objective information about buprenorphine use to support adherence and reduce relapse risk.

How similar studies have performed: Wearables and AI have been used to detect medication-taking or opioid-related signals in prior work, but using a custom band plus machine learning specifically to detect buprenorphine ingestion is relatively new.

Where this research is happening

Worcester, 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.
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.