Methylprednisolone for Acute Spinal Cord Injury: 5-Year Practice Reversal
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
OBJECTIVE: To re-evaluate practice patterns for methylprednisolone (MP) administration in patients with acute spinal cord injury (SCI) within the spinal surgery community across Canada five years after the publication of practice recommendations. METHODS: Canadian orthopedic and neurological spine surgeons were surveyed at their respective annual meetings about their practice of steroid administration for acute SCI by means of a questionnaire comprised of the same seven questions posed five years ago plus an additional question related to change of view. RESULTS: Forty-two surgeons and twenty-one residents directly involved in the acute management of SCI completed the questionnaire. Seventy-six percent of spinal surgeons do not prescribe MP for SCI in sharp contrast to 76% who prescribed it five years ago. Of the 24% who use steroids, the NASCIS II dosing regimen is most commonly followed. One third of physicians continue to administer MP because of fear of litigation. CONCLUSIONS: Over a five year period there has been a complete reversal in practice patterns of MP administration for SCI, along with an increased familiarity of the published literature. Attendance at meetings, participation in local group discussions, and peer-reviewed publications appear effective in altering practice preferences arising from peer pressure and even fear of litigation.
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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 | 0.006 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.004 | 0.009 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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