Bibliographic record
Abstract
OBJECTIVE: To present a case of a patient with spinal infection (SI) and highlight the chiropractor's role in the prevention or minimization of devastating complications of SI. BACKGROUND: Recent literature trends suggest an increasing prevalence of SI. Patients with SI most commonly present with unremitting progressive back pain and may or may not have fever or neurological signs. To avoid negative post-infection sequelae, establishing an early diagnosis and treatment is crucial. CLINICAL FEATURES: A 29-year-old female diagnosed with L5-S1 disc herniation with impingement of the right S1 nerve root opted for surgical management. Iatrogenic bowel perforation during her spinal surgery resulted in contamination of the spinal surgical site, and findings in keeping with disco-osteomyelitis with epidural and paraspinal phlegmon formation were visualized on contrast enhanced MRI. CONCLUSION: Recent trends of increased spinal infection urge a heightened awareness by the chiropractor. The chiropractor can provide early diagnosis and supportive multidisciplinary care for such patients.
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.
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 | 0.000 | 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 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".