Bibliographic record
Abstract
Background: The personal and societal impact of chronic low back pain is considerable. The intervertebral disc is considered the etiologic source in up to 40% of patients, with considerable previous efforts directed at developing reliable and efficacious treatments. Recent publications, including a double-blind, randomized, placebo-controlled trial, using a one-time treatment of methylene blue, showed statistically significant, clinically relevant improvements in pain and function in the treatment groups. The postulated mechanism of action of methylene blue is denervation of small nociceptive fibers that grow into the annulus fibrosis, which are implicated in discogenic pain. Study Design: Retrospective case series. Setting: Academic pain management center. Objectives: To examine the outcomes for a cohort of patients treated with methylene blue for discogenic pain, discuss potential differences in selection and administration protocols and briefly review other proposed treatments for discogenic pain (e.g. intradiscal electrothermy therapy, intradiscal steroids, intradiscal biaccuplasty, rami communicans radiofrequency thermocoagulation, and chymopapain ). Methods: This case series examines the pain and functional outcomes in 8 patients treated with a one-time administration of methylene blue for discogenic back pain. Follow-up information was available between 2 months and over one year, depending on the patient. Results: Application of this treatment for these 8 patients for discogenic pain diagnosed by provocation discography showed only one clinical success at our center. Four patients had a time-limited clinical response in pain and/or function between 2 weeks and 5 months. Patient specific data are outlined in detail herein. Conclusions: Low back pain ascribed to a discogenic source continues to be an elusive clinical entity to treat. We have reserved further treatment of methylene blue for discogenic pain until other controlled trials have been published. Limitations: A case series. Key Words: Low back pain, discogenic pain, provocation discography, methylene blue, spinal injections, intervertebral disc therapy, intradiscal therapy.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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 source (direct Gemma or distilled Codex), 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".