Acute hypoxic‐ischemia in cardiac arrest encephalopathy causes only minimal demyelination
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
The underlying pathological process of "ischemic leukoencephalopathy" is not well studied in humans and "demyelination" is thought to represent a major component. We selected brains from autopsy cases with definite histories of recent cardiac arrest, in which the autopsy findings demonstrated gray matter ischemic changes consistent with the survival time. We excluded cases with clinical or pathological evidence of other diseases that may affect the white matter, specifically those with moderate-severe edema. The selected cases were then subjected to a review of the gross pathology (photographs) and microscopy. We used the normal white matter areas in the same brains as internal controls to exclude artefactual changes. Sixteen cases were selected. The pathological changes in acute ischemic leukoencephalopathy include: white matter pallor with separation of myelinated fibers and fine vacuoles, coarse vacuoles with or without attenuated axons, apoptotic nuclei, axonal abnormalities, focal scattered demyelinated axons and infarcts. The interpretation of these findings is controversial (i.e. ischemia, edema, artifact or combination) due to the postmortem nature of the specimens. However, these factors should not affect our interpretation of minimal demyelination in the pathological process. The major underlying pathological process in acute ischemic leukoencephalopathy is axonal degeneration, while demyelination represents only a minor component.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| 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 it