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Abstract 14849: Lifetime Benefit of Empagliflozin in Extending Survival Free From Insulin Initiation in Type 2 Diabetes and Cardiovascular Disease: An Actuarial Analysis of EMPA-REG OUTCOME

2020· article· en· W3120094266 on OpenAlexaff
Muthiah Vaduganathan, Naveed Sattar, David Fitchett, Anne Pernille Ofstad, Martina Brueckmann, Jyothis T. George, Subodh Verma, Michaela Mattheus, Christoph Wanner, Silvio E. Inzucchi, Bernard Zinman, Javed Butler

Bibliographic record

VenueCirculation · 2020
Typearticle
Languageen
FieldMedicine
TopicDiabetes Treatment and Management
Canadian institutionsLunenfeld-Tanenbaum Research InstituteSt. Michael's Hospital
Fundersnot available
KeywordsMedicineEmpagliflozinInsulinDiabetes mellitusInternal medicineType 2 diabetesGlycemicEMPASurvival analysisHypoglycemiaEndocrinology

Abstract

fetched live from OpenAlex

Background: Many patients with type 2 diabetes (T2D) will, over time, require insulin therapy for glycemic control. Treatment-attendant adverse effects of insulin such as weight gain and hypoglycemia may be especially problematic in those with CVD. Delaying the need for insulin initiation may therefore be an important therapeutic goal, especially in those with CVD. Methods: This actuarial analysis evaluated the 3,633 (52%) of 7,020 EMPA-REG OUTCOME participants who were not using insulin at baseline. Patients were randomized to the SGLT2 inhibitor empagliflozin (EMPA) 10mg, 25mg, or placebo (PBO). After the first 12 weeks, changes in background antihyperglycemic therapy were allowed. We estimated survival time free from insulin initiation (sustained over ≥2 consecutive study visits) over patients’ lifetimes by using baseline age as the time horizon. Age-based Kaplan-Meier survival curves were constructed for each year of age between 45 and 80 years. Differences in area under the survival curve between treatment arms represented treatment effects on time spent alive and free from insulin initiation. Results: During median follow-up of 3.2 years, insulin was required in 172 patients (7.1%) with EMPA and 196 (16.4%) with PBO. Lifetime benefits on insulin-free survival were inversely related to baseline age, ranging from 1.4 to 11.3 years. For a 45-year-old, estimated insulin-free survival was 20.1 years with EMPA and 10.0 years with PBO (difference: 10.1 years; 95% CI 5.7-14.5 years; P<0.0001). At age 60 years, insulin-free survival was 16.7 vs. 10.5 years (difference: 6.2 [4.6-7.8]; P<0.0001), and at age 75 years, 9.7 vs. 8.1 years (difference: 1.5 [0.0-3.1]; P=0.056). Conclusions: Assuming stable lifetime effects, we estimate that initiation of EMPA prolongs time alive free from need for insulin by 1.4 to over 11 years among adults with T2D and CVD. While benefits were most pronounced among younger patients, EMPA reduced the need for insulin across a broad age range.

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)0.007
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Meta-analysis · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.007
Threshold uncertainty score0.039

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.038
GPT teacher head0.273
Teacher spread0.235 · 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 designMeta-analysis
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

Citations0
Published2020
Admission routes1
Has abstractyes

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