Canadian Real‐World Outcomes of Omnipod Initiation in People with Type 1 Diabetes (COPPER study): Evidence from the LMC Diabetes Registry
Bibliographic record
Abstract
Abstract Aims To investigate real‐world clinical outcomes in adults with type 1 diabetes who initiated the Omnipod Insulin Management System (Insulet Corp., Acton, MA, USA) compared to a matched cohort who maintained multiple daily injection therapy. Methods This retrospective observational study used data from the Canadian LMC Diabetes Registry. Adults with type 1 diabetes who switched from multiple daily injections to the Omnipod system as usual standard of care between January 2011 and April 2019 were matched to a cohort of adults with type 1 diabetes who maintained multiple daily injection therapy, using propensity‐score matching. The primary outcome was change in HbA 1c at 3‐ to 6‐month follow‐up. Results Propensity‐score matching resulted in a final analytical cohort of 286 individuals (143/cohort). HbA 1c in the Omnipod cohort was reduced by a mean ± sd of –3 ± 10 mmol/mol (–0.2 ± 1.0%; P = 0.005) with no change in the MDI cohort [0 ± 10 mmol/mol (0.0 ± 1.0%); P = 0.74]. HbA 1c change was seen only in persons with baseline HbA 1c ≥75 mmol/mol (≥9.0%) [Omnipod cohort: –15 ± 12 mmol/mol (–1.4 ± 1.1%); P < 0.001] with a between‐treatment difference [mean (95% CI)] of –12 (–18, –6) mmol/mol [–1.1 (–1.6, –0.5) %, P < 0.001]. The median total daily dose of insulin was lower following Omnipod initiation (baseline 0.63 U/kg vs follow‐up 0.53 U/kg; P < 0.001), with no change in the MDI cohort (baseline 0.68 U/kg vs follow‐up 0.67 U/kg; P = 0.23). Conclusions Adults with type 1 diabetes who initiated use of the Omnipod system in a real‐world clinical setting had lower HbA 1c and total daily dose of insulin at 3‐ to 6‐month follow‐up compared to a matched cohort of adults who maintained multiple daily injection therapy. A treatment difference in HbA 1c change was seen only in people with baseline HbA 1c ≥ 75 mmol/mol (9.0%). (Clinical trials registration: NCT04226378).
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".