Sodium-Dependent Glucose Transporter Type 2 Inhibitors as a Breakthrough in Neutropenia and Neutrophil Dysfunction Management in Patients with Glycogen Storage Disease Type Ib
Bibliographic record
Abstract
Glycogen storage disease type Ib (GSD Ib) is a rare and extremely severe disease included in the group of hereditary carbohydrate metabolism disorders. The condition is caused by pathogenic variants in the SLC37A4 gene leading to glucose metabolic disorder in the liver and kidneys, and as a result to severe organomegaly, hypoglycemia, and metabolic decompensation. Moreover, neutropenia and neutrophil dysfunction are noted in patients with GSD Ib. The use of granulocyte colony stimulating factor only increases the number of dysfunctional neutrophils without affecting their functional activity, what determines the inefficacy of such treatment. In recent years, the mechanism of neutropenia in GSD Ib has been clarified, so new therapeutic agents for its relief have been created. This article presents the overview of data on the successful results of renal sodium-glucose cotransporter type 2 inhibitors (gliflozins) usage in patients with GSD Ib.
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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 | 0.000 | 0.000 |
| 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) | 0.001 | 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".