Pattern · VF-P14 · On the register since September 2026
Real-world remote patient monitoring can redistribute rather than reduce clinical workload, without a matching outcome gain
In heart-failure and cardiac-device remote monitoring, workload shifts to nurses, physiologists and carers without a measured outcome gain. Net workload is unmeasured.
Register's basis, before re-grading: Provisional: a second and third source add workload landing sites (alert desks, carers) but net workload remains unmeasured; stays provisional
Status now
Provisional
Every pattern enters here, never higher. Its first entry names what evidence would qualify, contest or discard it. The publication's own inferences stay here until external evidence or events move them.
How we grade →Path through the register
Holds across
- D01 Acute Frailty
- D02 Clinical Psychology (not spanned)
- D03 Palliative Care (not spanned)
- D04 Therapies & AHPs (not spanned)
- D05 OPAT (not spanned)
How it grades
- The claim the evidence supports
- In heart-failure and cardiac-device remote monitoring, workload shifts to nurses, physiologists and carers without a measured outcome gain. Net workload is unmeasured.
- Starting point
- D01 silent all fitting sources are cardiology, not acute frailty
- The evidence
- 3 test or bear on it 0 cited but do not test it 0 not yet read at source 0 endorsements, not counted Domains earned: none of the 1 it spans
- What would prove it wrong
- Stated and refined each cycle: a measured net reduction in clinical workload.
- What the re-grade found
- Honestly framed and well tested, but tagged to acute frailty on cardiology evidence.
A grade measures how certain the evidence we have assessed makes the claim as worded: its own sources and the settled evidence for its domains. Low means unproven, not implausible. What a grade means →
How we grade →The longitudinal record
- Provisional
Entered the register
New this period. A retrospective real-world comparison of two Dutch hospitals in the same regional care network found remote patient management for heart failure significantly increased nurse-practitioner consultation frequency and duration compared with usual care at both a matched and an unmatched comparator hospital, with no significant difference in cardiologist consultation time or heart-failure-related readmissions. Disconfirmation condition: a second real-world (non-trial) comparison, in another condition or country, showing remote monitoring reduces or does not increase clinical contact time, would qualify or discard this pattern.
Evidence PMID 42691076
- Provisional
Reconfirmed
Extended and partly qualified. A Dutch comparison (nurse-practitioner consultations 15.3 against 5.3 per patient, consultation time 233 against 121 minutes, readmissions unchanged; n=131) is joined by Australian and New Zealand device clinics spending 30.2% of workload on alert management (90.5% by cardiac physiologists) and a Sydney virtual hospital in which carers took technical roles. The Australia and New Zealand data also show remotely monitored patients attending in person less often (10.0 against 7.2 months), so the net effect on workload is unmeasured; this is a shift of contact, not a measured net increase. Disconfirmation condition: a comparative study showing remote monitoring lowers total clinical contact time once alert handling is counted, in a condition other than heart failure or cardiac devices, would qualify or discard this pattern.
Evidence PMID 42691076 PMID 41737930 PMID 41937437Technology extends the reach of community and end-of-life care only when someone accounts for who does the extra workFirst national survey finds most UK palliative virtual wards still run on phone calls, not technology, and many depend on charity fundingIn an operating virtual hospital, carers absorbed the technical work — most of all where patients had low digital literacy, language barriers or reduced mobility
Cite as: The Value Forge, pattern VF-P14 — “Real-world remote patient monitoring can redistribute rather than reduce clinical workload, without a matching outcome gain”, tracked since 2026-09. CC BY 4.0. Register generated 2026-10-10.