Matrix Protein Structural Analysis of Brain Aneurysms by Polarizing Microscopy
Bibliographic record
Abstract
Abstract The wall of saccular brain aneurysms, lesions that develop at the fork regions of human brain arteries, is a layered multidirectional fabric of fibrous collagen. The wall tissue has the mechanical features of high elastic stiffness and a low tensile strength compared to adjacent arteries. Arterial blood pressure within the sac of an aneurysm stresses the wall in all tangential directions; thus an area of mechanical weakness may be characterized by an area lacking fibre strength, or an area with inadequately aligned fibres. The collagen fibres of the wall are birefringent, with many fibre types, similar to wound healing skin (types I, III, IV, V, VI) The known correlation between fibre birefringence and tissue strength for dermal wound healing3 provided the opportunity in this research to calculate strength maps to compare one lesion from another, and to make regional comparisons around a single lesion.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.001 | 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".