Sodium–Glucose Cotransporter–2 (SGLT-2) Inhibitors and the Treatment of Type 2 Diabetes
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Clinical studies evaluating the cardiovascular safety/impact of sodium-glucose cotransporter-2 (SGLT-2) inhibitors demonstrated a reduction in major adverse cardiovascular events driven primarily by a reduced cardiovascular mortality in individuals with type 2 diabetes and previous cardiovascular disease. These somewhat unexpected results are coupled with SGLT-2 inhibitors' known acute effect of improvement in glycemia, reduction in blood pressure, and weight loss. In this review, we summarize the mechanism of action of SGLT-2 inhibitors, the metabolic effects of this class of medication, and the remarkable results of cardiovascular safety trials. In addition, we discuss adverse effects associated with these medications and the current recommendations for the use of these agents in the management of diabetes.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.005 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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 it