Predictors of achieving HbA<sub>1c</sub> <7% and no hypoglycaemia 6 months after initiation of biphasic insulin aspart 30 in patients with type 2 diabetes in the IMPROVE study
Bibliographic record
Abstract
BACKGROUND: Early initiation of insulin therapy has widely been associated with numerous benefits, including improved glycaemic control and reduced long-term risk of developing microvascular diseases. Biphasic insulins offer a convenient option for insulin initiation, addressing both basal and postprandial insulin requirements with one injection, making them relatively simple for patients to dose. Development of biphasic insulin aspart (BIAsp) has further offered improved postprandial glycaemic control and lower rates of nocturnal and major hypoglycaemia than biphasic human insulin. METHODS: The safety and efficacy of the 30/70 rapid-acting/intermediate-acting formulation of BIAsp (BIAsp 30) in patients with type 2 diabetes was examined in the IMPROVE study, a 26-week, international, observational trial. In this subanalysis, baseline clinical factors that predicted treatment success, defined as HbA1c <7% (<53 mmol/mol) without experiencing hypoglycaemia after 26 weeks on BIAsp 30 therapy, were assessed. RESULTS: The composite endpoint was defined for 44,010 (77%) patients from the total cohort of 57,478, and 28,696 of these were included in the statistical examination. The results of the analysis suggest that those with lower baseline HbA1c of ≤8% (≤64 mmol/mol), shorter duration of diabetes at baseline (<5 years) and no incidence of major hypoglycaemia at 13 weeks, or minor hypoglycaemia at 4 weeks, before the beginning of the trial were more likely to achieve treatment success. CONCLUSION: Lower baseline HbA1c, shorter duration of diabetes and no incidence of hypoglycaemia up to 13 weeks prior to initiation are predictors of achieving HbA1c <7% without hypoglycaemia with a BIAsp 30 regimen. These results suggest that it is easier to reach target without hypoglycaemia with BIAsp 30 when prescribed earlier. As this was an observational study, lack of control groups or randomisation, as well as varying clinical practices in study countries, potentially introduced bias. TRIAL REGISTRATION: ClinicalTrials.gov NCT00659282.
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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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| 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 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".