Hypothesized biological mechanisms by which exercise-induced irisin mitigates tumor proliferation and improves cancer treatment outcomes
Bibliographic record
Abstract
Exercise has been linked to a significant decrease in cancer pathogenesis. Irisin is an exercise-induced myokine that is released from the skeletal muscle upon cleavage of the membrane of fibronectin type III domain-containing protein 5. Exercise has been revealed to raise irisin concentration in the blood and muscle cells via the upregulation of peroxisome proliferator receptor γ coactivator-1α expression. Exercise-induced irisin reduces the risk of numerous cancers by burning excess body fat. We hypothesized that exercise-induced irisin may mitigate tumor proliferation by inducing apoptosis and improving cancer treatment outcomes via modulating several signaling and metabolic pathways, mainly by increasing the phosphorylation of adenosine monophosphate-activated protein kinase and acetyl-CoA-carboxylase, via deactivating the phosphatidylinositol 3-kinase/protein kinase B Snail signaling pathway, by upregulating the apoptosis pathway through the inhibition of epithelial–mesenchymal transition and via stimulating caspase activity.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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) | 0.000 | 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".