Start with your clinic’s methodology and the question the doctor needs to answer at the next review. Then prioritise the information that question depends on. Laboratory results, existing clinical records and wearable or app data can each be the right first connection. The choice depends on what is missing from the review, what context is already available and what your team can reliably use.
For a clinician-founder, healthcare data integration begins with a practical decision: which connection deserves attention first? Our recommendation is to choose a small, useful set of information for one care review before expanding the number of connected sources.
Define the review before choosing the connection
Write down what your clinic’s methodology asks the doctor to review. Is the next appointment built around a new laboratory panel, an incomplete clinical history or a discussion of how the client has managed an approved plan between visits?
Make the question specific enough to identify the missing information. “Bring all health data together” leaves the team with a large technical project. “Bring the current panel and the relevant earlier results into the next scheduled review” gives the first connection a clear purpose.
Separate two problems. Information may be missing entirely, or the clinic may already hold it in a report that needs checking and organising. Those situations need different work. A new feed cannot recover a history that the source does not contain. An agreed historical import may be enough to prepare a first review while a recurring connection is assessed.
Compare the three starting points
Use the table to discuss priorities with your clinical and operations leads. These are planning recommendations, not a validated score or instructions for selecting tests or treatment.
On narrow screens, scroll the table horizontally. Keyboard users can focus the table area and use the arrow keys.
| Starting source | When it may deserve first priority | Context to bring with it | What the next review will use |
|---|---|---|---|
| Laboratory data | The clinic’s next review centres on a panel, but current or earlier results are unavailable in the review workspace. | Original report, source laboratory, collection date, result status, units and supplied reference ranges; relevant earlier results and clinical history. | The doctor can examine the selected results alongside their source context and decide whether comparisons are appropriate. |
| Existing clinical records or EHR | Relevant history, medication information or earlier clinical decisions are missing, and the team needs that context before using other inputs. | Record author and date, source system, relevant history and prior plans; what is current, historical or still unconfirmed. | The doctor can establish the context for the review and identify information that needs confirmation. |
| Wearable or app information | The relevant clinical context is available, and the next review has a defined question about recorded activity, sleep or another supported measure between visits. | Data source, metric definition, date window, missing periods, collection context and the client’s account of what happened. | The doctor can discuss the available pattern alongside client updates and the approved plan, within the limits of that measure. |
The first row is not a universal labs-first rule. If a clinic already receives usable laboratory reports but lacks relevant history, connecting the EHR may address the larger gap. If both are available, a specific wearable stream may add the context needed for a planned follow-up conversation.
Laboratory data: preserve the report behind the value
Agree what the first laboratory connection must make available for review. A result value and a complete report serve different purposes. In HL7’s published FHIR R5 specification, Observation represents measurements, while DiagnosticReport provides context for a set of results. A DiagnosticReport can also include a formatted report such as a PDF.
For your implementation discussion, ask whether the proposed route supplies individual values, the original report or both. Confirm how source dates, units, ranges and result status will remain visible. These are questions to verify with the provider, not a promise that every connection returns the same fields or uses FHIR.
Clinical records: decide which history matters now
An EHR connection should have a defined scope. Ask which parts of the existing record the doctor needs for this review, how far back the relevant history extends and who will check unresolved information. Keep the EHR’s role as the clinical record explicit.
Avoid treating historical import and ongoing exchange as interchangeable. Confirm each separately, including the direction of exchange and the work that remains manual. An available connection does not establish that every document, field or later amendment will transfer.
Wearables and apps: choose a measure with a purpose
Select the stream that serves the review question, rather than asking clients to connect every available device. Decide which period the doctor will examine and what client-reported context belongs beside it. Missing data should remain visible as missing.
The AHRQ guide to integrating patient-generated health data treats implementation as a practice-specific undertaking, shaped by staff capacity and patient needs. It concerns ambulatory care generally, not longevity-clinic outcomes. Once you have selected a stream, our wearable workflow readiness article covers the operational controls around its use.
Choose the smallest useful set, not an isolated feed
One source may deserve the first technical connection while the review still needs supporting information from elsewhere. Prioritising laboratory data, for example, does not mean the doctor should review it without relevant history.
For example, consider a clinic preparing a scheduled review of a new laboratory panel. Its EHR already holds the relevant history, but earlier results are scattered across PDF reports. The clinic might organise those historical reports and the new panel first, while assessing a recurring laboratory connection. It could defer a new wearable stream until a later review has a defined use for it. This is an illustrative planning choice, not a report of a clinic’s results.
Use this tie-breaker when two connections appear equally useful: which one resolves the most important missing context for the next review, with a route your team can support? If neither source has adequate context or a workable access route, record that dependency before committing to the connection. Ease of setup should not override information the doctor considers necessary.
Carry the choice through to the next review
Before implementation, complete this short record for the first priority:
- Review question: what will the doctor examine, and how does it fit the clinic’s methodology?
- Information set: which source comes first, and what supporting history or client updates must accompany it?
- Access route: historical import, recurring connection or a combination; confirm permissions, scope and known gaps.
- Review ownership: who checks arrival and missing information, who performs the clinical review and when?
- Return to care: where will the decision be recorded, what will reach the client and what information will come back for reassessment?
For a product evaluation, use the clinical workflow demo checklist to trace the proposed route using invented data. Verify what is demonstrated and what still needs implementation work.
HolistiCare supports this journey as clinical decision support for doctor-led care programmes alongside an existing EHR. A clinic can configure its methodology, bring supported information together and use an editable AI proposal to prepare a plan. The doctor reviews, amends as appropriate and explicitly approves every new or changed plan before it reaches the client. Approved actions, reminders and client updates then provide continuity into the next review.
Explore HolistiCare’s supported integrations to investigate the sources relevant to your first priority. HolistiCare supports 500+ compatible health devices and historical imports through EHR connection, PDFs and other data files. The hub is a selected directory, not the full coverage list. Availability depends on the source, permissions, plan and implementation scope. For an EHR assessment, start by identifying the system your clinic uses.
The useful output of prioritisation is a concrete review brief: a care question, a first source, its supporting context and a named next review. That gives each connection a job in the clinic’s way of caring.
