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Mobile app engagement and perceived usefulness in adult primary care patients with chronic painThe Pain App Most People Kept Opening

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Key Takeaway
Note high app engagement and satisfaction in a small feasibility study of chronic pain patients; efficacy unproven.

This feasibility randomized controlled trial involved a secondary analysis of data from 49 adult primary care patients with chronic pain. The intervention was a mobile app designed to deliver behavioral and educational content covering physical, emotional, and social aspects of pain, including tracking, personalized insights, and optional coaching. The study assessed engagement and perceived usefulness over a three-month follow-up period.

Regarding activation and usage, 40 out of 49 patients (81.6%) activated the app. Among activated participants, the average number of unique days of use was 27.3 (SD 25.2). On average, participants completed 25.5 core lessons (SD 22.5). Completion of the valued living module occurred in 17 of 40 activated participants (42.5%), while 10 of 40 (25.0%) completed all lessons. Usage of daily check-ins was reported by 20 of 40 activated participants (50.0%).

Perceived benefits were substantial among those who engaged with the tool. Of 30 participants assessed for this outcome, 26 (86.7%) reported the app helped them better understand or manage their pain. Additionally, 27 of 30 participants (90.0%) recommended the app to others. Usability and satisfaction were assessed as secondary outcomes, though specific numerical results for these were not detailed in the provided data.

No adverse events or serious adverse events were reported during the study. However, the study was a feasibility trial with a small sample size of n=49, and no comparator group was reported. These limitations suggest that while engagement and satisfaction appear promising, the clinical efficacy of the app for pain management outcomes remains unproven in this specific analysis.

Why apps are in the conversation

Talk therapy, mindfulness programs, and structured pain education all have evidence behind them. But appointments are scarce, therapists are expensive, and wait times stretch for months.

Digital health tools offer a workaround. An app on a phone can deliver structured lessons, check-ins, and coaching on the user's schedule.

The catch that nobody has fully solved. People download apps and then stop using them. Engagement is the unsolved problem.

What the trial tested

This was a 12-week feasibility study. Adult primary care patients with chronic pain were enrolled and assigned to a digital behavioral health app.

The app was not generic. It was co-designed with patients and clinicians. It included lessons covering the physical, emotional, and social sides of pain. It also offered tracking, personalized insights, self-screening tools, and optional coaching through in-app messages.

Forty-nine people were assigned to use it. The researchers tracked how much they used it and asked how useful it felt.

The engagement numbers, plainly

Of 49 assigned, 40 activated the app, which is 81.6% activation. That is a respectable starting point.

Users opened the app on an average of 27.3 unique days over the 12-week window. They completed an average of 25.5 core lessons.

Those are reasonable numbers, but averages hide variation. The standard deviation for days used was 25.2 and for lessons completed it was 22.5. Translated, that means some people used the app a lot, others barely at all.

Stickiness was real for some users and shallow for others.

Where people engaged most

Specific features stood out.

42.5% completed the valued living module, a lesson focused on aligning daily activity with what matters to the user. That is roughly 17 of 40 users.

Half of users, 50%, did daily check-ins at some point. These are the short self-reports that track mood, pain, and activity over time.

Only 25% completed every lesson. So while broad activation was strong, full program completion was modest.

The honest engagement catch

This is where readers need the straight talk. Digital health apps have a known stickiness problem. Most lose the majority of users within weeks.

This app did better than many commercial apps. But let's not gloss over the numbers. Three-quarters of users did not finish the program. Usability surveys at three months only captured 30 of the original 40 activated users, meaning a quarter of active users did not complete follow-up.

Satisfaction scores came from the smaller group that stayed engaged enough to answer surveys. Among those 30, 86.7% said the app helped them better understand or manage pain, and 90% said they would recommend it to others.

Those are strong numbers. They also represent the users most likely to have benefited, so they may paint a rosier picture than the whole group experienced.

Why stickiness is so hard

Think of behavioral health apps like gym memberships. Buying the membership is easy. Showing up three times a week for a year is the hard part.

Apps face the same problem without the social pressure of a gym floor. Nothing except a notification reminds users to open them. And if the first lesson feels tedious or too basic, users rarely return for the second.

The researchers tried to build in engagement supports. Lessons were broken into short modules. Personalized insights showed users their own patterns. Optional coaching added a human touch.

Those features likely explain why the app held people's attention better than average. But the data shows they did not close the gap to full completion.

The self-management logic

The app followed a self-management model. That means teaching people skills to live better with pain rather than promising to make pain disappear.

Examples. Pacing activity so flare-ups are less common. Using relaxation techniques to ease muscle tension. Naming and working through emotional effects of chronic pain.

These tools do not cure anything. They help people function. That is genuinely useful, but it is also slower to feel than taking a pill.

Who this might help most

The data hints that motivated users got real value. If someone is willing to log in consistently for weeks, an app like this likely beats doing nothing while waiting for a therapy appointment.

For users who open it once and move on, the benefit is probably minimal. That matches the broader research on digital health. Tools are only as good as the habits built around them.

A primary care provider might introduce the app during a visit, explain the commitment it takes, and check in at the next appointment. That added structure tends to improve engagement in other trials.

Honest limits

This was a feasibility study, not a full effectiveness trial. It measured how many people used the app and how they liked it. It was not primarily designed to measure pain outcomes, function, or quality of life.

The 49-person sample is small. The follow-up surveys missed a chunk of users. And self-reported satisfaction can be inflated by social desirability, where people give nicer answers than they truly feel.

The results do not tell us whether the app reduces pain, reduces medication use, or improves daily function compared to usual care. Those are the outcomes that would matter most in the long run.

What this means right now

If your care team offers a digital pain program, giving it a real try for several weeks is reasonable. Keep expectations realistic. These tools support management, they do not eliminate pain.

If you are exploring app options on your own, look for ones co-designed with clinicians and built on evidence-based approaches. Avoid apps that promise dramatic results.

Bigger studies are needed. Ones that compare the app against either usual care or a placebo-style app, track pain and function for longer, and identify which users benefit most.

Until then, digital tools for chronic pain remain promising but unfinished. They work for some people, some of the time. Figuring out how to make that "some" into "most" is the real challenge.

Study Details

Study typeRct
Sample sizen = 49
EvidenceLevel 2
Follow-up2.8 mo
PublishedApr 2026
View Original Abstract ↓
BACKGROUND: Chronic pain is a widespread condition that impairs quality of life and is often managed primarily with medications. National guidelines now recommend nonpharmacologic, mind-and-body, and behavioral approaches as first-line or complementary treatments. However, access to these evidence-based options remains limited. Digital health technologies offer a scalable way to deliver integrative, self-care interventions that empower patients to live well with pain. OBJECTIVE: This study examined engagement with and perceived usefulness of a patient- and health care professional-informed mobile app designed to deliver behavioral and educational content to support pain self-management. METHODS: Adult primary care patients with chronic pain were enrolled in a 12-week feasibility trial. The app included lessons addressing the physical, emotional, and social aspects of pain; tracking and personalized insights; self-screenings; and optional in-app coaching. Participants completed baseline and 3-month surveys assessing usability and satisfaction. Engagement was evaluated through app analytics and milestone completion. RESULTS: Of 49 patients assigned to the app, 40 (81.6%) activated it. Participants used the app for an average of 27.3 (SD 25.2) unique days and completed an average of 25.5 (SD 22.5) core lessons. Engagement highlights included 42.5% (17/40) completion of the valued living module, 25.0% (10/40) completion of all lessons, and 50.0% (20/40) use of daily check-ins. Usability ratings were high, with 86.7% (26/30) reporting that the app helped them better understand or manage their pain and 90.0% (27/30) recommending it to others. CONCLUSIONS: Adults with chronic pain engaged with the program and reported high satisfaction with this evidence-informed digital mind-and-body intervention. Findings from this feasibility study suggest the potential for digital tools to support access to nonpharmacologic, integrative pain self-care and complement traditional clinical approaches.
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