Ozone injection therapy for intervertebral disc herniation
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
INTRODUCTION: Lumbar disc herniation (LDH) is a common cause of low back pain (LBP). Recently, in the setting of LBP caused by LDH, a growing interest in ozone therapies has been observed. SOURCE OF DATA: Recent published literatures. AREAS OF AGREEMENT: Being low back pain more common in the elderlies, exploring conservative alternatives to the surgical intervention is of especial interest. AREAS OF CONTROVERSY: Efficacy and feasibility of ozone injections for LDH is debated. Several clinical studies showed controversial results, and the true benefit has not yet been clarified. GROWING POINTS: Systematically summarize current evidences, analyze the quantitative available data and investigate the role of percutaneous ozone therapy for LDH. AREAS TIMELY FOR DEVELOPING RESEARCH: Current evidence encourage the use of ozone therapy for LBP from LDH. These conclusions should be interpret in light of the limitations of the present study.
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 | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 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 | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.021 | 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 it