Bibliographic record
Abstract
Vascular myelopathy can be result from either extrinsic or intrinsic spinal cord lesions.Extrinsic pathology results from spinal cord compression and/or injury associated with mass effect.Intrinsic pathology results from spinal cord infarction, hemorrhage and venous congestion. 1 Among intrinsic spinal cord pathology, spinal cord infarction and hemorrhage develop symptoms rather suddenly, whereas venous congestion develops various symptoms gradually.Although spinal vascular malformation is a rare neurovascular disease, it is related to all three intrinsic and even extrinsic pathologies by compressing the spinal cord due to dilated arterial aneurysm or veins. [2][3]3][4] Venous congestion tends to be neglected at the time of diagnosis because of its insidious and vague symptom onset. 5hen spinal dural arteriovenous fistula (SDAVF) develops symptoms, abnormal T2-wighted image or fluid attenuated inversion recovery signal intensity appears on magnetic resonance imaging in the midline scan along the spinal cord.
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.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| 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 | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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".