Constitutive expression of heat shock protein HSP25 in the central nervous system of the developing and adult mouse
Bibliographic record
Abstract
Immunohistochemistry and in situ hybridization have been used to survey constitutive heat shock protein (HSP)25 expression in the brain and spinal cord of the developing and adult mouse. The data reveal both transient and sustained patterns of expression and demonstrate robust differences between mice and rats. During development, HSP25 is transiently expressed in neurons of the inferior colliculus, various thalamic subnuclei, and the majority of Purkinje cells in the cerebellum. Sustained expression into adulthood is seen in neurons of the cranial nerve nuclei, spinal cord motoneurons, median preoptic nucleus, and a subset of Purkinje cells. Differences in HSP25 expression between adult rats and mice include the somatic motor nuclei innervating the extraocular muscles, which are HSP25 immunoreactive only in the rat. Similar differences in HSP25 expression are seen during the development of the inferior colliculus, thalamus, and cerebellum, where expression is restricted to mice.
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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 | 0.001 |
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".