282-OR: Closed-Loop Insulin Delivery Postpartum in Type 1 Diabetes
Bibliographic record
Abstract
Background: Postpartum demands of caring for a newborn, breastfeeding, and sleep deprivation result in little time for self care of type 1 diabetes (T1D). Data are limited on the efficacy, safety and feasibility of closed loop insulin delivery postpartum. Methods: We performed an open label, controlled pilot trial randomizing women to hybrid closed loop insulin delivery Medtronic MiniMed™ 670G/770G in auto mode or sensor augmented insulin pump (SAP) therapy in the first 12 twelve postpartum weeks. The primary outcome was the percent time in target glucose range of 70-180 mg/dL (3.9-10.0 mmol/L). Mixed models analysis assessed between group differences in glucose measures from median start time of closed loop (8 days) to 12wks postpartum. Results: Twenty women were recruited. Two withdrew prior to randomization. The remaining 18 women completed 12 weeks of postpartum follow up in their assigned randomization group. Overall baseline mean age, duration of T1D and first pregnancy A1c was 32 years, 22 years and 6.9% respectively. Analyses adjusted for first pregnancy A1c and was intention to treat. Time in range did not differ between groups (79 ± 8.0% versus 80 ± 6.4% p =.079). Time below 70mg/dL (3.9 mmol/L) and 54mg/dL (3.0 mmol/L) was less for women randomized to closed loop versus SAP (1.6 ± .72 % vs 5.3 ± 3.3 % p <0.001 and .23 ± .16 % vs .95 ± .82 % p = 0.002 respectively). Time above 180 mg/dL (10 mmol/L) was not different between groups 19.5 ±8.7% vs 15.9 ±7.8% p = .823. Mean glucose was 146 ± 13 and 133 ± 14 mg/dL p <.001 for closed loop and SAP groups respectively. No episodes of diabetic ketoacidosis or severe hypoglycemia occurred in either group. Conclusions: Closed loop insulin delivery postpartum was associated with less hypoglycemia than SAP and slightly higher mean glucose. There were no safety concerns. Time in target glucose range was high, minimizing the potential for further improvement with closed loop. These findings are reassuring for the use of closed loop insulin delivery postpartum because of its’ potential to reduce hypoglycemia. Disclosure L.E.Donovan: Research Support; Dexcom, Inc., Medtronic, Tandem Diabetes Care, Inc., Inner Analytics. D.Feig: Advisory Panel; Novo Nordisk Canada Inc., Speaker's Bureau; Sanofi, Novo Nordisk Canada Inc. P.Lemieux: Other Relationship; Dexcom, Inc. H.R.Murphy: Advisory Panel; Medtronic, Research Support; Dexcom, Inc. R.C.Bell: None. R.J.Sigal: Research Support; Novo Nordisk. J.Ho: None. J.M.Yamamoto: None. Funding Calgary Health Trust
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| 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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.009 | 0.001 |
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.
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 source (direct Gemma or distilled Codex), 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".