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Record W4367674475 · doi:10.1055/s-0043-1767990

Once-Weekly Insulin Icodec vs Once-Daily Insulin Glargine U100 in Combination with Bolus Insulin in Individuals with Type 2 Diabetes on Basal-Bolus Regimens (ONWARDS 4)

2023· article· en· W4367674475 on OpenAlexaff
Birgit Nicola, Chantal Mathieu, Björg Ásbjörnsdóttir, Harpreet S. Bajaj, Wendy Lane, Sreenivasa Murthy, Karolina Stachlewska, Julio Rosenstock

Bibliographic record

VenueDiabetologie und Stoffwechsel · 2023
Typearticle
Languageen
FieldMedicine
TopicDiabetes Management and Research
Canadian institutionsLMC Diabetes & Endocrinology (Canada)Mount Sinai Hospital
Fundersnot available
KeywordsMedicineInsulin glargineInsulinBolus (digestion)Diabetes mellitusType 2 diabetesInternal medicineRegimenType 1 diabetesEndocrinologyBasal (medicine)

Abstract

fetched live from OpenAlex

Objective ONWARDS 4 was a 26-week, randomised, treat-to-target, phase 3 trial, designed to assess efficacy and safety of once-weekly insulin icodec (icodec) vs once-daily insulin glargine U100 (glargine) in a basal-bolus insulin regimen in type 2 diabetes(T2D). Method Adults (n=582) with T2D (HbA1c 7.0–10.0%) on a basal-bolus regimen were randomised 1:1 to icodec or glargine, both in combination with multiple daily injections of insulin aspart. Primary endpoint was change in HbA1c from baseline to week 26(non-inferiority margin 0.3%). Result At week 26, from a mean baseline of 8.3%, estimated HbA1c reductions were -1.16% (icodec) and -1.18% (glargine), confirming non-inferiority for icodec vs glargine (estimated treatment difference [ETD]: 0.02% [95% CI, -0.11 to 0.15]; p<0.0001). Overall rates of combined level 2 or level 3 hypoglycaemia were comparable between treatments (5.64 [icodec] and 5.62 [glargine] per patient year of exposure; estimated rate ratio: 0.99 [95% CI, 0.73 to 1.33]; p=0.929). Mean total weekly basal component of the total insulin dose from week 24–26 was significantly higher in the icodec arm vs the glargine arm (305 U/week vs 279 U/week; p=0.0286), while the mean total weekly bolus insulin component was significantly lower (197 U/week vs 255 U/week; p<0.0001). Estimated mean body weight change was 2.73 kg(icodec) and 2.16 kg (glargine) (ETD: 0.57 kg [95% CI, -0.39 to 1.54]; p=0.2444). Conclusion Once-weekly icodec demonstrated comparable improvements in glycaemic control with fewer basal insulin injections, with a comparable hypoglycaemia profile vs once-daily glargine in individuals with T2D on a basal-bolus regimen. Publication History Article published online: 02 May 2023 © 2023. Thieme. All rights reserved. Georg Thieme Verlag Rüdigerstraße 14, 70469 Stuttgart, Germany

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)0.001
metaresearch head score (Gemma)0.001
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 score0.004
Threshold uncertainty score0.015

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0040.001

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 head0.031
GPT teacher head0.305
Teacher spread0.274 · 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

Citations0
Published2023
Admission routes1
Has abstractyes

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