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Record W4414340870 · doi:10.1002/ehf2.15408

SGLT2 Inhibitors for the Prevention and Treatment of Heart Failure: A Scientific Statement of the HFA and the HFAI

2025· article· en· W4414340870 on OpenAlexaff
Marco Metra, Daniela Tomasoni, Marianna Adamo, Offer Amir, Stefan D. Anker, Antoni Bayés‐Genís, Michael Böehm, Javed Butler, Ovidiu Chioncel, Gerasimos Filippatos, Finn Gustafsson, Ewa A. Jankowska, Juan Carlos Kaski, Brenda Moura, Mark C. Petrie, Piotr Ponikowski, Amina Rakisheva, Arsen Ristić, François Roubille, Gianluigi Savarese, Petar Seferović, Peter van der Meer, Maurizio Volterrani, Andrew J.S. Coats, Vijay Chopra, Giuseppe Rosano

Bibliographic record

VenueESC Heart Failure · 2025
Typearticle
Languageen
FieldMedicine
TopicDiabetes Treatment and Management
Canadian institutionsSurgical Specialties (Canada)
FundersDefense Acquisition Program Administration
KeywordsEmpagliflozinDapagliflozinEjection fractionHeart failureObservational studyClinical trialRandomized controlled trial

Abstract

fetched live from OpenAlex

In the 2021 European Society of Cardiology (ESC) heart failure (HF) guidelines, sodium-glucose cotransporter 2 (SGLT2) inhibitors were recommended for the prevention of HF in patients with type 2 diabetes mellitus (T2DM) and for the treatment of HF with reduced ejection fraction (HFrEF). Further trials showed efficacy of empagliflozin and dapagliflozin in patients with HF with preserved ejection fraction (HFpEF). These results prompted a broadened recommendation for the SGLT2 inhibitors dapagliflozin or empagliflozin across the whole left ventricular ejection fraction (LVEF) spectrum in the 2023 Focused Update of the ESC HF guidelines and in other international guidelines. In SOLOIST-WHF and EMPULSE, sotagliflozin (enrolling only patients with T2DM) and empagliflozin, respectively, were beneficial when initiated at the end or soon after an episode of decompensated HF. Based on these results and on the early appearance of their beneficial effects, the administration of SGLT2 inhibitors should start early in patients hospitalized for acute HF. Analyses after study drug withdrawal in randomized clinical trials have shown that their benefits may decline rapidly after discontinuation, and thus, persistence of treatment is advised. In EMPACT-MI, empagliflozin did not reduce the primary outcome of cardiovascular (CV) death/HF hospitalization but reduced first/recurrent HF hospitalizations. Potential benefits of SGLT2 inhibitors in further specific conditions (i.e., cardiac amyloidosis, grown-up congenital heart disease and paediatric patients with HF) have been reported in observational studies but need confirmation from prospective trials. This scientific statement summarizes current evidence regarding the effects of SGLT2 inhibitors for the prevention and treatment of HF.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.228
Threshold uncertainty score0.264

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.011
GPT teacher head0.271
Teacher spread0.260 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations9
Published2025
Admission routes1
Has abstractyes

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