Glymphatics Visualization after Focused Ultrasound‐Induced Blood–Brain Barrier Opening in Humans
Why this work is in the frame
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Bibliographic record
Abstract
It is currently unclear whether the glymphatic system, a brain-wide interstitial fluid-cerebrospinal fluid exchange described in rodents, exists in humans. Focal blood-brain barrier disruption using magnetic resonance-guided focused ultrasound allows parenchymal penetration of gadobutrol contrast, creating an opportunity to study glymphatics in vivo noninvasively. We describe patterns of contrast distribution in the perivascular space, subarachnoid space, and space surrounding large veins draining toward the dural sinuses on fluid-attenuated inversion recovery in subjects with Alzheimer disease and amyotrophic lateral sclerosis. This is the first evidence suggesting glymphatic efflux persists in humans. It's relevance to proteinopathies and drug delivery is discussed. ANN NEUROL 2019;86:975-980.
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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 | 0.000 | 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