Heat Shock Proteins Protect Against Ischemia and Inflammation Through Multiple Mechanisms
Bibliographic record
Abstract
After heat shock or other metabolic stress, heat shock proteins (Hsps) are expressed at high levels in all tissues and cells. The highly inducible 70 kDa heat shock protein (Hsp70) is associated with improved post-ischemic myocardial contractile recovery. Similarly, the small 27 kDa heat shock protein (Hsp27), that is abundant in muscle, is also linked with improved myocardial function after ischemic injury. Various Hsps have pro-survival functions that include chaperone, antiapoptotic and/or anti-inflammatory activity. In this review we will summarize our understanding of myocardial protection and present evidence for protection having time dependent aspects that appear to be stimulus dependent. Keywords: Heat shock proteins, heart, ischemia, inflammation, myocardial protection, Hsp70, Hsps, Insulin-Induced Myocardial Protection, cytokines
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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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.003 |
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".