Outcome of Cervical Radiculopathy Treated with Periradicular/Epidural Corticosteroid Injections
Bibliographic record
Abstract
Dear Editor, We read the excellent article regarding response to transforaminal injection of steroids and correlation to MRI findings in patients with cervical radicular pain by Klessinger et al. ⇓ with interest and we feel compelled to comment because their experience is so far removed from ours over the past 30 years. Specifically, they report that only just over a third of patients achieved at least 50% reduction of pain at one month after treatment with just under a quarter ultimately having to undergo an operation. Contrast this to our prospective, independently-assessed series of cervical radiculopathies treated with periradicular/epidural corticosteroid injections ⇓. Three quarters of our patients had 100% reduction of pain and the remaining quarter: 80%. No patients required an operation. How can this …
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| 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 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".