Evidence map›Paper›PMID 42224376›Full record

ArticleCirculation2026

Performance of Local Large Language Models for Adjudicating Heart Failure Hospitalizations.

Rahul Aggarwal, Andrew S Oseran, Arjun K Manrai, Lucas X Marinacci, Deepak L Bhatt, Robert W Yeh, Jennifer E Ho, Adam Rodman, Rishi K Wadhera

Abstract readLetter
In one paragraph

Article in Circulation, 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

9 authors.

Rahul AggarwalRichard A. and Susan F. Smith Center for Outcomes Research (R.A., A.S.O., L.X.M., R.W.Y., R.K.W.), Beth Israel Deaconess Medical Center, Boston, MA.ORCID 0000-0002-4746-8511
Andrew S OseranRichard A. and Susan F. Smith Center for Outcomes Research (R.A., A.S.O., L.X.M., R.W.Y., R.K.W.), Beth Israel Deaconess Medical Center, Boston, MA.ORCID 0000-0002-5810-5927
Arjun K ManraiDepartment of Biomedical Informatics (A.K.M.), Harvard Medical School, Boston, MA.ORCID 0000-0001-9657-9800
Lucas X MarinacciRichard A. and Susan F. Smith Center for Outcomes Research (R.A., A.S.O., L.X.M., R.W.Y., R.K.W.), Beth Israel Deaconess Medical Center, Boston, MA.ORCID 0000-0002-4443-2441
Deepak L BhattMount Sinai Fuster Heart Hospital, Icahn School of Medicine at Mount Sinai, New York, NY (D.L.B.).ORCID 0000-0002-1278-6245
Robert W YehRichard A. and Susan F. Smith Center for Outcomes Research (R.A., A.S.O., L.X.M., R.W.Y., R.K.W.), Beth Israel Deaconess Medical Center, Boston, MA.ORCID 0000-0002-0564-4468
Jennifer E HoDivision of Cardiology, Department of Medicine (J.E.H.), Beth Israel Deaconess Medical Center, Boston, MA.ORCID 0000-0002-7987-4768
Adam RodmanDepartment of Medicine (A.R.), Beth Israel Deaconess Medical Center, Boston, MA.ORCID 0000-0001-8452-0692
Rishi K WadheraRichard A. and Susan F. Smith Center for Outcomes Research (R.A., A.S.O., L.X.M., R.W.Y., R.K.W.), Beth Israel Deaconess Medical Center, Boston, MA.ORCID 0000-0003-1089-3896

Funding

TRAINING PROGRAM IN CARDIOVASCULAR RESEARCHT32HL007604 · NHLBI · BRIGHAM AND WOMEN'S HOSPITAL · PI MARK W FEINBERG · 1985 to 2026
$19.0M
NHLBI NIH HHS T32 HL007604
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligencecardiologydigital healthheart failureinformation technology

Identifiers

PMID42224376
PMCPMC13256241

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.