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Record W4414333164 · doi:10.1111/dom.70146

Empagliflozin for the preservation of beta‐cell function in women with recent gestational diabetes: A randomized placebo‐controlled trial

2025· article· en· W4414333164 on OpenAlexafffund
Shamini Murugavel, Ravi Retnakaran, Denice S. Feig, Bernard Zinman, Caroline K. Kramer

Bibliographic record

VenueDiabetes Obesity and Metabolism · 2025
Typearticle
Languageen
FieldMedicine
TopicPancreatic function and diabetes
Canadian institutionsUniversity of TorontoLunenfeld-Tanenbaum Research InstituteMount Sinai Hospital
FundersCanadian Institutes of Health Research
KeywordsEmpagliflozinRandomized controlled trialGestationGestational ageBenzhydryl compoundsPregnancy

Abstract

fetched live from OpenAlex

AIMS: Women with a history of gestational diabetes (GDM) frequently have progressive beta-cell dysfunction, which may result in type 2 diabetes. However, there is a paucity of clinical studies on strategies aiming to preserve beta-cell function in this patient population. This trial evaluated whether empagliflozin can preserve beta-cell function and reduce the prevalence of dysglycemia (prediabetes/diabetes) in women with recent GDM. MATERIALS AND METHODS: We conducted a double-blind, randomized, placebo-controlled trial where 91 women with recent GDM (6-36 months postpartum) were randomized 1:1 to either empagliflozin 10 mg/day or placebo for 48 weeks. Beta-cell function was assessed by Insulin Secretion-Sensitivity Index-2 (ISSI-2) obtained on an oral glucose tolerance test. RESULTS: × Matsuda index also did not differ between the groups. While there was no difference in the secondary outcome of prevalence of dysglycemia at 48 weeks between the arms (empagliflozin 65.7% vs. 48.2% in placebo, p = 0.18), the glucose tolerance worsened in 9.4% of participants in the empagliflozin group as compared to 28% in the placebo group (p = 0.08). CONCLUSIONS: Empagliflozin had no significant effect on beta-cell function in women with recent GDM. Given the sample size evaluated in this trial, the use of SGLT-2 inhibitors warrants further study to elucidate their potential impact on T2DM prevention in women with previous GDM. TRIAL REGISTRATION: Clinicaltrials.gov NCT03215069.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Randomized trial · Consensus signal: Randomized trial
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.006
Threshold uncertainty score0.021

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0030.002
Bibliometrics0.0010.000
Science and technology studies0.0000.001
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0030.002
Insufficient payload (model declined to judge)0.0060.001

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 head0.010
GPT teacher head0.234
Teacher spread0.224 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designRandomized trial
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

Citations1
Published2025
Admission routes2
Has abstractyes

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