Protein markers of cerebrovascular disruption of neurovascular unit: immunohistochemical and imaging approaches
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
Currently, there is great interest in the assembly and function of cerebral endothelial, glial and neuronal cells that form the anatomical basis of the neurovascular unit (NVU) to maintain blood-brain barrier (BBB) and cerebral blood flow. Recent studies have provided considerable insight into the assembly of the components of the NVU. However, there is still paucity of data regarding the identification and expression pattern of these components in various pathologies of the central nervous system. Here, we provide a brief overview of the histological and imaging methods to study BBB disruption in various experimental settings especially the ischemia models associated with necrosis. Emphasis is on the immunohistochemistry of various protein markers of NVU. An understanding of the alterations in the expression pattern of these markers in various neurodegenerative disorders could lead to a better understanding of the conditions that cause BBB disruption as well as to the development of new restorative and protective treatments.
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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