Morphological Assessments of Focal Cerebral Ischemia: White Matter Injury
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
A common type of ischemic stroke, focal cerebral ischemia causes nonselective tissue damage in the ischemic area, including damage to both gray and white matter. White matter is made up of neuronal axons and their surrounding oligodendrocytic myelin sheath, and is susceptible to ischemic injury. The contribution of white matter injury to neurological dysfunction was largely ignored in the past, but its significance has been increasingly noticed in recent years. This chapter introduces the classic methods for studying white matter injury after brain ischemia, including immunohistochemical staining of amyloid precursor protein and myelin basic protein. Tissue preparation, staining procedures, evaluation methods, and alternative methods are discussed.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.012 | 0.003 |
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 it