Pattern · VF-P10 · On the register since July 2026
Identification-tooling as a capacity substitute
Digital frailty triggers can make systematic identification feasible but agree only modestly with clinician assessment. Whether they substitute for specialist capacity is untested.
Register's basis, before re-grading: Qualified: a structured digital assessment agreed only modestly with clinician-led assessment; partially externally evidenced, awaiting further corroboration
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
How it grades
The register recorded this pattern as qualified. Graded against the written rules, it is provisional. The register moves at its next monthly review.
- The claim the evidence supports
- Digital frailty triggers can make systematic identification feasible but agree only modestly with clinician assessment. Whether they substitute for specialist capacity is untested.
- Starting point
- D01 qualifies specialist assessment is high certainty; substitution by tools is untested
- The evidence
- 1 test or bear on it 1 cited but do not test it 1 not yet read at source 1 endorsements, not counted Domains earned: none of the 5 it spans
- What would prove it wrong
- Close agreement with clinician assessment plus measured release of specialist time would lift it.
- What the re-grade found
- One fitting source, and it shows modest agreement with clinicians. The substitution claim is the publication's own inference. On the grade: agreed on status; one pass earned D01, and the more cautious reading is kept.
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
When specialist time is the scarce resource, coding, screening and triage tools function as a capacity multiplier by allowing non-specialist staff to correctly route patients to the specialists who remain — but only if identification triggers continuous specialist relationship rather than becoming a documentation end-point in itself.
EvidenceTraining posts committed, allocation undecided: this month's central workforce tension
- Provisional
Reconfirmed
Reconfirmed this period: a paramedic-delivered structured end-of-life conversation protocol is among the non-specialist-led protocols this month's evidence flow associates with outcome shifts of a scale usually associated with specialist input. This month's Monthly review also describes physiotherapist-delivered and neurologist-led protocols producing comparable shifts this period, but no citable source for these specific studies was available to this register at time of writing; status is therefore held at provisional pending fuller citation reconciliation, rather than promoted on partially-verified evidence.
- Qualified
Downgraded to qualified
Qualified. A digitally triggered, FINDNEEDS-based comprehensive geriatric assessment correlated at rho 0.38 with clinician-led assessment in a retrospective one-hospital pilot (March to November 2025), so it routes patients but is not shown to substitute for the assessment. Disconfirmation condition: validation in which structured digital assessment agrees closely with clinician-led assessment and is shown to release specialist capacity would lift the qualification.
Evidence PMID 42763222This week's real finding wasn't new evidence — it was two corrections the published record owed itself
Cite as: The Value Forge, pattern VF-P10 — “Identification-tooling as a capacity substitute”, tracked since 2026-07. CC BY 4.0. Register generated 2026-10-10.