Protection of vascular wall function in insulin‐resistant rats from copper oxidative stress
Bibliographic record
Abstract
The effects of oxidative stress on vascular function in the insulin-resistant state were assessed in mesenteric resistance arteries of obese, insulin-resistant (cp/cp) and lean, normal (+/?) JCR : LA-cp rats. Nitric oxide-mediated relaxation of noradrenaline-contracted arteries in response to acetylcholine was impaired after 2 h of incubation with Cu(2+) in both genotypes, with or without the continuing presence of Cu(2+). Relaxation was enhanced on initial exposure to Cu(2+), and post-incubation removal of the Cu(2+) resulted in a greater impairment of relaxation. Arteries from cp/cp rats were less impaired in function by Cu(2+) incubation than were those of +/? controls. Sodium nitroprusside-mediated relaxation was impaired by exposure to Cu(2+), with an accompanying increase in EC(50). The impairment in acetylcholine-mediated relaxation in the arteries from both cp/cp and +/? rats was completely inhibited by co-incubation with copper-zinc superoxide dismutase and catalase, confirming that the impairment associated with Cu(2+) incubation was due to oxidative stress. The impairment appears to involve both smooth muscle and the endothelium. The cp/cp rats showed greater resistance to the effects of oxidative stress on arterial function, possibly due to an adaptation to oxidative stress on arterial function associated with the insulin-resistant 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 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| 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".