Evidence map›Paper›PMID 41608797›Full record

ArticleCirculation. Heart failure2026

From Automation to Action in Heart Failure: Digital Solutions, Pragmatic Evidence, and the Integrative Role of Implementation Science.

Katy E Trinkley, Russell E Glasgow

Abstract readEditorialComment
PubMed Full text at PMC Publisher
In one paragraph

Article in Circulation. Heart failure, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

2 authors.

Katy E TrinkleyDepartment of Family Medicine (K.E.T., R.E.G.), University of Colorado Anschutz Medical Campus, Aurora.ORCID 0000-0003-2041-7404
Russell E GlasgowDepartment of Family Medicine (K.E.T., R.E.G.), University of Colorado Anschutz Medical Campus, Aurora.

Funding

Personalizing Clinical Decision Support for Heart Failure Treatment to Clinicians' NeedsK23HL161352 · NHLBI · UNIVERSITY OF COLORADO DENVER · PI Katy E Trinkley · 2022 to 2026
$869k
NHLBI NIH HHS K23 HL161352
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

automationdigital healthEditorialsheart failureimplementation sciencevital signs

Identifiers

PMID41608797
PMCPMC13178591

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.