Neutrophil–endothelial cell interactions during the development of tolerance to ischaemia/reperfusion in isolated cells
Bibliographic record
Abstract
Ischaemia/reperfusion (I/R) tolerance refers to the phenomenon by which the inflammation and associated sequelae induced by I/R is ameliorated by an I/R challenge imposed 24 h earlier. The development of I/R tolerance is dependent on the synthesis of new proteins. In vivo and in vitro studies provide support for nitric oxide synthase (NOS), antioxidant enzymes, and heat shock proteins (HSPs) as the effector proteins. Activation of the nuclear transcription factor, NFkappaB, appears to be a prerequisite for the development of I/R tolerance. In vitro approaches using anoxia/reoxygenation (A/R) to mimic I/R have provided insights into the complexity of the development of I/R tolerance, i.e. different cells may use different signalling pathways to develop A/R tolerance and influence the responses of adjacent cells during the process. The use of cells from genetically altered mice is expediting attempts to unravel specific mechanisms involved in the development of A/R tolerance.
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How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".