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Cost-effectiveness of insulin icodec for the treatment of type 2 diabetes in Canada

2025· article· en· W7084037380 on OpenAlexaboutno aff

Bibliographic record

VenueFigshare · 2025
Typearticle
Languageen
FieldComputer Science
TopicImbalanced Data Classification Techniques
Canadian institutionsnot available
Fundersnot available
KeywordsInsulin degludecInsulinInsulin glargineGlycemicType 2 diabetesDiabetes mellitusInsulin analogBasal (medicine)

Abstract

fetched live from OpenAlex

Patients with type 2 diabetes (T2D) with poor glycemic control despite use of non-insulin agents can experience delay in initiating insulin therapy and poor adherence to insulin therapy, predominantly due to the burden of multiple injections<sup>1–3</sup>. This study aimed to determine the cost-effectiveness of insulin icodec, first once-weekly basal insulin, compared with long-acting basal insulins for improving glycemic control in adults with T2D in Canada. The Swedish Institute of Health Economics T2D Cohort Model was used to analyse three T2D groups: insulin naïve (IN), basal insulin experienced (BIE), and basal-bolus insulin experienced (BBIE). Comparators included insulin glargine, insulin detemir, and insulin degludec. Comparative efficacy was informed by the phase 3 ONWARDS trials of insulin icodec and network meta-analyses (NMA). Time horizon was 40 years. Analyses considered disutilities resulting from vascular complications, age, gender, diabetes duration, hypoglycemia, and injection burden. A 1.5% annual discount rate was used for costs and effects. The average cost per unit for each treatment, accounting for the market share of available formats and biosimilars was calculated. Outcomes were expressed as quality-adjusted life-years (QALYs) and cost-effectiveness as incremental cost utility ratios (ICUR [cost/QALY]). In all analyses, insulin icodec dominated insulin degludec and insulin detemir. Compared to insulin glargine U100 and U300, insulin icodec was associated with ICURs of $17,876, $20,844, and $73,253; and $6,439, $8,623, and $45,433 in the IN, BIE, and BBIE populations, respectively. Limitations of this economic evaluation include the lack of data for some treatments in certain NMAs, uncertainty regarding the use of the NMA results for a 40-year time horizon, heterogeneous sources of disutilities, and uncertainty regarding the HRQoL benefits of reduced injection frequency. Insulin icodec is a cost-effective treatment option for adult patients with T2D versus once daily basal insulin-analogues publicly reimbursed in Canada. Patients with type 2 diabetes (T2D) may require insulin when other medications no longer keep their blood sugar under control. However, insulin initiation may be delayed, or patients may struggle to stick with insulin treatment because it usually requires daily injections, which can be burdensome. This study looked at a new type of insulin called insulin icodec, which only needs to be injected once a week. The study purpose was to find out if icodec offers good value for money compared to other long-acting insulins that are injected daily, such as insulin glargine, insulin detemir, and insulin degludec. The study focused on Canadian patients living with T2D with varying levels of insulin experience. Using a computer model that simulates long-term health and costs, the study found that insulin icodec was more effective and offered better value that other long-acting insulins. While the study had some limitations, such as uncertainty about long-term effects and limited data for some comparisons, it concluded that insulin icodec is a cost-effective treatment option for people with T2D in Canada who need insulin.

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)0.000
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: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.927
Threshold uncertainty score0.986

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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 head0.066
GPT teacher head0.308
Teacher spread0.242 · 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 designOther design
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".

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Citations0
Published2025
Admission routes1
Has abstractyes

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