ADHERENCE INTELLIGENCE IN PRACTICE
Understanding Interruptions in Metabolic Care
Clarify why care has paused before choosing an intervention.
Define dropout before trying to reduce it
A clinic may use dropout to mean no scheduled follow-up, a stopped membership payment or treatment discontinuation. Those definitions capture different populations. Choose the care-based event and observation period that matter, then distinguish financial status from care status.
Keep planned completion, an agreed pause, transfer of care and unknown follow-up separate. A patient who continues elsewhere has a different outcome from someone unable to obtain care. Without those distinctions, a single dropout rate can mix appropriate decisions with unresolved interruptions and encourage the wrong intervention.
| Recorded status | Interpretation |
|---|---|
| Program completed | Planned completion |
| Pause agreed with clinic | Appropriate change in care |
| Transferred to another provider | Care may be continuing elsewhere |
| No verified follow-up | Unresolved or unknown outcome |
Understand the measurement gap
Scheduling, prescription, messaging and payment records may tell different parts of the story. A patient can attend visits while struggling to obtain treatment, or continue paying while missing a planned review. One system may also be delayed or incomplete. Agree which sources the pilot can use and what each record actually establishes.
Build a dated timeline rather than selecting whichever record is easiest to access. Mark unresolved conflicts and missing events. If a care step cannot be verified, report it as unknown instead of quietly counting it as completed or missed. This makes the limits of the dropout measure visible.
Use an interruption to ask a better question
Suppose a follow-up is not booked after the agreed date. A check-in might reveal that the patient could not find a suitable appointment, has already arranged care elsewhere or is waiting for a clinical question to be answered. The observed gap is the same; the useful response is not.
The program can support routine administration within approved rules and route questions requiring judgment to the team. Name an owner and track what happens after routing. Repeated reminders without a response path can create more activity while leaving the original interruption unresolved.
Evaluate a defined improvement
Choose an eligible cohort and specify the interruption the program is intended to help with. Agree the completion event, appropriate exceptions, observation window and staff responsibilities before launch. Where feasible, compare usual follow-up with the same follow-up plus the program, while maintaining essential care and safety responses for both.
Report the numbers entering each stage: eligible, contacted, replied, assisted and completed care. Include opt-outs, complaints, escalations and staff time. A lower recorded dropout rate is only interpretable if the definitions and data coverage remained consistent; better documentation alone can change the apparent rate.
- 01EligibleDefined cohort
- 02ContactedDelivery recorded
- 03AssistedSupport documented
- 04Completed careIndependent outcome record
Report actual counts at each stage. A reply can occur without assistance or completed care.
Practical review checklist
- An interruption needs context. A missed visit or an unresolved task can reflect many circumstances. The record may be incomplete, the plan may have changed, or the patient may need practical or clinical support. Avoid treating every interruption as preventable dropout.
- Ask before assigning a barrier. Use a short, relevant question that gives the patient room to explain. Distinguish the original signal, the possible barrier and the confirmed response. Medical concerns follow the clinic’s escalation process rather than an automated reassurance sequence.
- Record the resolution. Useful outcomes include rescheduled and completed care, a resolved access problem, clinical review or an appropriate pause. Track unresolved cases and ownership too. This makes the workflow accountable without implying that every patient should remain on the same treatment.
Turn patient signals into timely support.
Define the journey, approved interventions and measures of care continuation with your team.
Plan your 90-day pilot →