Expression of glial cell line-derived neurotrophic factor family of growth factors in peripheral nerve injury in rats
Bibliographic record
Abstract
The glial cell line-derived neurotrophic factor (GDNF) family of growth factors may be involved in the regenerative support of neurons in the peripheral nervous system. In order to study the role of these growth factors and their receptors following rat peripheral nerve injury we examined the changes in their mRNA levels in the spinal cord, the dorsal root ganglia and the peripheral nerve trunk. Following transaction of the sciatic nerve GDNF mRNA was up-regulated rapidly in the denervated nerve distal to the cut along with the mRNA for one of its receptors, GFRalpha-1. GFRalpha-1 mRNA was also increased in the DRG ipsilateral to the nerve injury suggesting that GDNF may be involved in the trophic support of DRG sensory neurons. In contrast there were no analogous changes in the mRNA levels of neurturin, persephin and artemin following injury.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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) | 0.001 | 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 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".