Developmental myelinogenesis and galanin: in vivo and in vitro
Bibliographic record
Abstract
Correct myelin formation and maintenance is essential for normal functioning and is affected in the demyelinating disease, Multiple Sclerosis (MS). To better understand this disease and identify important targets in promoting remyelination, the study of developmental myelination is important. Galanin, a 29 amino acid neuropeptide has been identified as a potentially important modulator in early myelin development. In our Galanin transgenic mouse model, myelin basic protein (MBP) levels are highly elevated at postnatal day 10 compared to the wild type. A preliminary investigation of Galanin’s behavior at various doses in vitro, yielded results that agreed with Galanin’s effect in vivo. Proteolipid protein (PLP) was highly elevated in the 10nM dose in vitro indicating Galanin exerts its effects in a time and dose dependent manner. Overall, this study identifies Galanin as a potentially important modulator of developmental myelination that may become a therapeutic target in future studies of demyelinating diseases.
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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 | 0.000 | 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 | 0.000 |
| 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".