Does exercise training attenuate cisplatin nephrotoxicity?
Bibliographic record
Abstract
Cisplatin (CP), a medication originating from the platinum has been used for solid cancers’ treatment in the last decade. CP is associated with numerous side effects as well. One of the side effects is nephrotoxicity. There are some types of procedure which can attenuate harmful effects of the drug, and the effectiveness of physical activity has been a controversial topic. It is well established that physical activity has positive effects on chronic kidney disease (CKD). The exercise training can modulate CP induced muscle wasting both in males and females. Although exercise training may have protective effect on renal function and the related risk factors, it cannot attenuate the renal injury resulted from CP therapy in females. The exercise training may improve interleukin 6 and heme oxygenase-1, reduces the production of CD4+T cell cytokines from the kidney, which play a major role in adaptive immune response. The present mini-review considered the effect of exercise training accompanied by the CP treatment.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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".