The molecular actions of oestrogen in the regulation of vascular health
Bibliographic record
Abstract
NEW FINDINGS: What is the topic of this review? This review summarizes the beneficial actions of oestrogen on the vasculature, highlighting both molecular mechanisms and functional outcomes. What advances does it highlight? The net effect of oestrogen on the vascular health of women continues to be debated. Recent advances have provided strong evidence for the role of membrane-bound oestrogen receptors in the maintenance of normal endothelial function. On a broader scale, functional outcomes of oestrogen actions on the vasculature may mediate the reduced risk of cardiovascular disease in premenopausal women. The conflicting implications of the large-scale clinical menopausal hormone therapy trials in humans versus the findings of studies on experimental animals underscore the limitations within our understanding of the molecular actions of oestrogen. However, recent research has provided improved insight into the actions of oestrogen on the endothelium and vascular smooth muscle. This review outlines the actions of oestrogen as it contributes to vascular structure, function and health.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 0.002 |
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".