Comparing the effects of black and navy beans on vascular properties in spontaneously hypertensive rats
Bibliographic record
Abstract
Pulses such as dried beans may be useful in the treatment of hypertension. Vascular protection by beans may relate to their phenolic compounds, which are associated with darker-coloured seeds. Thus, black beans were compared to navy beans for their effects on hypertension and vascular remodelling in spontaneously hypertensive rats (SHR). Assessments of blood pressure, pulse wave velocity (PWV), and vessel morphology were conducted to ascertain the vascular effects of the beans. Results showed that neither black beans nor navy beans influenced blood pressure or PWV in SHR. However, vascular remodelling was mitigated by black beans but not by navy beans. This was indicated by the absence of a significant difference in the ratio of aortic elastin content to vessel wall area in black bean-fed SHR compared to normotensive Wistar Kyoto (WKY) rats. The consumption of black beans could therefore be a therapeutic dietary strategy for combating vascular remodelling in hypertension.
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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) | 0.000 | 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".