▼Insulin degludec for diabetes mellitus
Bibliographic record
Abstract
Over the last few years there has been a steady increase in the number of prescriptions dispensed in primary care for intermediate and long-acting insulin analogues and a reduction in prescriptions for biphasic isophane insulin. For example, in England, the volume of intermediate and long-acting insulin analogues in general practice has risen from approximately 650,000 prescriptions per quarter in 2007 to over 850,000 per quarter in 2012.(1) ▾Insulin degludec (Tresiba, Novo Nordisk) is a new long acting basal insulin analogue for the management of diabetes mellitus in adults.(2) Two strengths of insulin degludec (100 units/mL and 200 units/mL) were launched in the UK in February 2013. Here we discuss evidence for the effectiveness and safety of insulin degludec.
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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) | 0.001 | 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".