Posttraumatic syringomyelia: predisposing factors
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
Posttraumatic spinal cord cavitation (syrinx) and progressive myelopathy associated with a posttraumatic syrinx (PTS) have been recognized for many years. Predisposing factors for PTS have not been well defined. All symptomatic PTS patients (n = 58) treated at the University of Toronto neurosurgical units over 30 years were analysed retrospectively to discover risk factors for the development of PTS. There were 46 males and 12 females (mean age 42.2 years); 28 patients had cervical (CSCI), and 30 had thoracic and lumbar spinal cord injuries (TSCI). Neurological deficit was complete in 40 (69%) compared with 43% complete injuries in the concurrent spinal and injury (SCI) population in general (p = 0.0003). Onset of PTS was earlier with: increasing age (p < 0.02), cervical and thoracic levels of injury (p < 0.007 and p < 0.02, respectively, compared with lumbar injuries), dislocated fractures (p < 0.003) and spinal surgery (p < 0.001) and, marginally, with complete SCI (p = 0.06). Mean time to onset of PTS appears to have decreased in recent years (p < 0.0001). PTS follows complete spinal cord injury (SCI) more often than incomplete and is frequently associated with arachnoiditis. Onset is earlier with increasing age, cervical and thoracic levels compared with lumbar, displaced fractures and spinal instrumentation without decompression. A group of SCI patients who are at greater risk of developing early PTS is thus identified, facilitating cost-effective follow-up.
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.
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) | 0.000 | 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