Cardioprotective actions of opioids in the ischemic heart: bypassing occlusions in our current knowledge
Bibliographic record
Abstract
Opioids are extensively utilized therapeutically for management of chest pain during various heart conditions such as, myocardial infarction (MI) and ischemic heart disease (IHD). Emerging literature about the chronic cardiovascular effects of opioid use remains elusive and controversial. While several studies have reinforced the cardioprotective effects of opioid receptor activation in various rodent and animal models, these effects are less established in humans. Other studies have examined the clinical outcomes of opioid use and there is still much division in our understanding. While some of these studies suggest there are no cardiovascular effects, others indicate there are adverse effects including a greater risk for stroke, coronary heart disease and even death. This review paper aims to examine current understandings on the cardiovascular effects of opioids based on experimental and clinical evidence.
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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 | 0.001 | 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 | 0.001 |
| 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".