Pump Users Clamor for Faster Insulin: Is Fast-Acting Insulin Aspart Ready for Them?
Bibliographic record
Abstract
Recently approved in Europe, Canada, and the United States, fast-acting insulin aspart (FIASP®) is a new rapid acting insulin. Approved for subcutaneous or IV injection use, there is little data available regarding the clinical utility of FIASP in insulin pumps. The article by Zijlstra and colleagues in this issue begins to close this gap by testing pump compatibility of FIASP in the clinic. Reporting on a small (37 subjects) and short (6 weeks) study looking at aspects of infusion set propensity for clogging and malfunction, no cases of infusion set plugging in either FIASP (25 subjects) or insulin aspart (12 subjects) were seen. Unexplained hyperglycemia and premature infusion set changes were more common with FIASP than with insulin aspart. This study demonstrated sufficient safety and efficacy of FIASP in the pump setting to pave the way for longer, larger and more definitive clinical trials.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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".