Evidence map›Paper›PMID 42668081›Full record

ArticleJournal of cardiac failure2026

Large Language Model Recommendations for Heart Failure Therapy.

Ragnhild Helseth, Samarra Badrouchi, Ana Sofia Cruz-Solbes, Pablo Marti-Castellote, Brian L Claggett, Michelle Young, Jennifer Ho, Peder L Myhre, Peter Brodeur, Gregory Lewis and 5 more

Abstract read
In one paragraph

Article in Journal of cardiac 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

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

15 authors.

Ragnhild HelsethHeart and Vascular Institute, Mass General Brigham / Harvard Medical School, Boston, United States of America; Department of Cardiology, Oslo University Hospital, Oslo, Norway.
Samarra BadrouchiHeart and Vascular Institute, Mass General Brigham / Harvard Medical School, Boston, United States of America.
Ana Sofia Cruz-SolbesHeart and Vascular Institute, Mass General Brigham / Harvard Medical School, Boston, United States of America.
Pablo Marti-CastelloteHeart and Vascular Institute, Mass General Brigham / Harvard Medical School, Boston, United States of America.
Brian L ClaggettHeart and Vascular Institute, Mass General Brigham / Harvard Medical School, Boston, United States of America.
Michelle YoungHeart and Vascular Institute, Mass General Brigham / Harvard Medical School, Boston, United States of America.
Jennifer HoHeart and Vascular Institute, Mass General Brigham / Harvard Medical School, Boston, United States of America.
Peder L MyhreDepartment of Cardiology, Oslo University Hospital, Oslo, Norway.
Peter BrodeurCardiovascular Institute and Division of Cardiology, Beth Israel Deaconess Medical Center, Boston, United States of America.
Gregory LewisHeart and Vascular Institute, Mass General Brigham / Harvard Medical School, Boston, United States of America.
Muthiah VaduganathanHeart and Vascular Institute, Mass General Brigham / Harvard Medical School, Boston, United States of America.
Akshay S DesaiHeart and Vascular Institute, Mass General Brigham / Harvard Medical School, Boston, United States of America.
Scott SolomonHeart and Vascular Institute, Mass General Brigham / Harvard Medical School, Boston, United States of America.
Patrick EllinorHeart and Vascular Institute, Mass General Brigham / Harvard Medical School, Boston, United States of America.
Jonathan W CunninghamHeart and Vascular Institute, Mass General Brigham / Harvard Medical School, Boston, United States of America. Electronic address: jcunningham3@bwh.harvard.edu.

Funding

Characterization of Molecular and Physiologic Signatures of Impaired Multi-Organ System Reserve Capacity During Exercise in Heart Failure with Preserved Ejection FractionR01HL151841 · NHLBI · MASSACHUSETTS GENERAL HOSPITAL · PI LEWIS, GREGORY DYER, SHAH, RAVI · 2020 to 2023
$2.7M
Characterization of Functional Iron Deficiency and Repletion in Heart Failure with Preserved Ejection FractionR01HL159514 · NHLBI · MASSACHUSETTS GENERAL HOSPITAL · PI LEWIS, GREGORY DYER, MALHOTRA, RAJEEV · 2021 to 2024
$2.5M
Mass General Brigham HeartShare Clinical CenterU01HL160278 · NHLBI · MASSACHUSETTS GENERAL HOSPITAL · PI Akshay Suvas Desai, Michael M Givertz · 2021 to 2026
$1.8M
Effect of Neprilysin Inhibition on Myocardial Interstitial FibrosisK23HL168163 · NHLBI · BRIGHAM AND WOMEN'S HOSPITAL · PI Jonathan Woo Cunningham · 2024 to 2026
$586k
NHLBI NIH HHS K23 HL168163NHLBI NIH HHS R01 HL151841NHLBI NIH HHS R01 HL159514NHLBI NIH HHS U01 HL160278
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligenceguideline-directed medical therapy (GDMT)Heart failurelarge language model (LLM)

Identifiers

PMID42668081
PMCPMC13533455

What OpenQuestion holds

Textmetadata
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.