Short-term Insulin Therapy in Adolescents with Type 2 Diabetes Mellitus
Bibliographic record
Abstract
The optimum pharmacological treatment of type 2 diabetes mellitus (DM2) in youth for those who fail to achieve adequate glycemic control (HbA1c <7%) with lifestyle intervention is unknown. The aim of this pilot study was to observe the effect of short-term insulin therapy (<16 weeks duration) on glycemic control in youth with DM2. A pre-mix 30/70 insulin was given twice daily to 18 youth aged 10-18 years with DM2 for 8.7+/-4.3 weeks with a starting dose of 0.5 U/kg/day. HbA1c, body mass index (BMI) and episodes of hypoglycemia were monitored during the treatment period and for a 12-month period after insulin was stopped. Mean HbA1c decreased from 12.81% to 7.59% (95% CI 6.54, 8.64). This improvement persisted for 12 months without any further drug therapy. There was no significant change in mean BMI and there were no episodes of moderate or severe hypoglycemia. Decreasing beta-cell glucose toxicity with rapid improvement of blood glucose may play an important role in treatment of DM2 in adolescents. Early success in achieving target blood glucose levels is an important aspect of adolescent DM2 care.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".