idea-011 · human · queued-research

Continuous wearable ECG patch with on-device deep-learning hyperkalemia-risk screening, as a between-visit adjunct during outpatient RAASi titration in CKD and heart-failure patients

not wrapped stage: generated updated 2026-08-30

Where the evidence stands

8/9
factors scored
4/4
core factors
5/39
claims verified
0
refuted

Read this before anything else on the page. A low count here is usually a statement about this repo's tooling rather than about the idea — a unconfirmed reimbursement claim most often means the CMS cache file is absent and nothing was searched, which is not evidence that a code does not exist.

Read all 39 claims →

The packet

This candidate has no ## Wrap section yet, so there is no plain-language summary, no quoted load-bearing condition per lens, and no named cheapest next test. Run /wrap idea-011 to write one.

The idea

Intended useFor continuous ambulatory ECG-based screening, as an adjunct to and not a; replacement for laboratory potassium measurement, to flag possible hyperkalemia between; scheduled visits in adult outpatients with chronic kidney disease or heart failure; undergoing initiation or up-titration of a renin-angiotensin-aldosterone system inhibitor,; with any flagged reading requiring confirmatory testing before a clinical decision is made.
MechanismAdhesive-patch single- or multi-lead ECG sensor worn continuously between clinic; visits, streaming waveform data to a paired reader; an onboard or cloud deep-learning model; scores ECG morphology (e.g. T-wave changes historically associated with hyperkalemia) for; hyperkalemia risk and pushes an alert to the prescribing clinic, prompting a confirmatory; lab or point-of-care potassium draw rather than replacing one
Device class# Two live routes, and neither is confirmed — the central open; Class II — regulation and product code NOT identified by the Generator — 510(k) route,; contingent on a cleared ECG-based hyperkalemia-screening predicate existing at time of; submission. The Generator could not confirm any such predicate is currently cleared (see; claims 1-2), so this route may not be live at all.; De Novo — regulation not yet created — the route that applies if no cleared predicate; exists for ECG-morphology-based hyperkalemia screening at time of submission. Carried as; at least as likely as the 510(k) route given claim 2.
Predicate or analogAliveCor's KardiaK Software Platform — an ECG-based, deep-learning; hyperkalemia-screening algorithm that received FDA Breakthrough Device Designation in; September 2018 (see claim 1) — is the closest analog by mechanism, not a confirmed; predicate: the Generator's web search found no confirmation that KardiaK has since been; cleared or De Novo-granted (claim 2). No K-number or De Novo number identified. Adjacent; academic anchor: a Mayo Clinic-led deep-learning ECG hyperkalemia-screening model (PMID; 30942845), a research result, not a cleared product.
Launch jurisdictionUS
Targethuman

The nine factors, and what would settle each

FactorScoreWhat would settle it
Regulatory pathway2openFDA 510(k) database search for a cleared ECG-hyperkalemia-screening predicate (by product code); FDA De Novo database search for the same
Reimbursement pathway1Federal Register docket status check on document 2026-16368 (91 FR 51710) for finalization; CMS HCPCS/RPM code applicability determination via a data/ CMS file pull; LCD/NCD search for ECG-based hyperkalemia screening
TAM2Direct extraction of Medicare FFS CKD beneficiary counts from the USRDS 2024 Annual Data Report; CMS RPM payment rate as a price proxy; a licensed commercial-claims/market report for addressable share (human-attached per data/README.md)
FTO / IP2USPTO/Google Patents assignee search for AliveCor and adjacent ECG-hyperkalemia patent families, down to a specific patent number
Moat / defensibility2Patent landscape scan beyond bare FTO (claim scope, expiration dates) plus a count of other named entrants pursuing ECG-based hyperkalemia screening
Mechanism & clinical risk3Full-text primary-source read of PMID 30942845 (methodology, validation cohort, external validation) plus a search for any subsequent prospective/multi-site validation study
Capital intensity & time-to-revenue2Published FDA De Novo review-timeline statistics for comparable product codes; Federal Register docket tracking for 2026-16368's finalization timeline
Competitive intensity2FDA Breakthrough Device Designation public list plus a search for recent clearances/funding/launches in ECG-based hyperkalemia screening
Strategic fit & portfolio balanceInternal portfolio review (human judgment, Stage 6/7), not a connector lookup

Packet status

To finish this packet:

Elsewhere

All evidenceDesirability deckViability deckFeasibility deckStory

Domain dossier: potassium-monitoring-ckd
Source file: knowledge-base/candidates/idea-011.md

Nothing on this page is a recommendation. Shortlist review, legal and clinical sign-off and capital allocation are human-only decisions, and no agent in this repo may make or simulate one. This is a compilation of what the candidate file says.