Vanadium treatment prevents bone loss and maintains bone quality in a combined osteoporosis and diabetes rat model
Bibliographic record
Abstract
Vanadium-based drugs alleviate hyperglycemia in type 1 diabetes by enhancing the effects of insulin. Vanadium accumulates in bone as vanadate, replacing phosphate in the apatite lattice of bone mineral. Type 1 diabetes affects bone, causing an osteoporosis like syndrome. Some diabetic, post-menopausal women with osteoporosis may be treated with vanadium. It is necessary to examine how vanadium treatment affects such skeleton. Six-month old Wistar rats were ovariectomized to induce bone loss similar to post-menopausal osteoporosis. Streptozotocin was used to induce type 1 diabetes. Bis(ethylmaltolato) oxovanadium(IV) (BEOV), a vanadium-based anti-diabetic drug, was administered in drinking water for 12 weeks. Diabetes reduced bone mineral density (BMD), mechanical properties, crystal length, and trabecular architecture in osteoporotic bone. These were partially or completely corrected by BEOV treatment to controlled glucose. These results suggested that BEOV treatment helps to recover bone quality in type 1 diabetes primarily by improving the diabetic state.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".