Electrophysiological Assessment of Cerebral Vasospasm
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
Cerebral vasospasm is chiefly due to sustained abnormal contraction of smooth muscle cells. Vasospasm develops several days after subarachnoid hemorrhage (SAH) and resolves after 10–14 days. Electrophysiological techniques have been used by several laboratories to elucidate some of the mechanisms involved in experimental vasospasm, including roles of calcium, potassium and transient receptor potential (TRP) channels. The purpose of this chapter is to briefly introduce the instrumentation, materials and procedures for using electrophysiology techniques to study the functional role of ion channels and receptors in smooth muscle cells or potentially other neuronal cells in the brain that may mediate vasospasm and/or brain dysfunction after SAH.
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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 it