Bilateral Cellulitis Presented As Lower-Extremity Pain Reported in a Chiropractic Clinic: A Case Report
Bibliographic record
Abstract
Bilateral lower-extremity cellulitis is a rare but serious condition that can lead to long-term health complications if left untreated. Herein, we report a case of a 71-year-old obese male with a two-month history of lower-extremity pain and ankle swelling. Magnetic resonance imaging (MRI) revealed the presence of bilateral lower-extremity cellulitis, which was confirmed through blood culture by the patient's family doctor. The patient's initial presentation of musculoskeletal pain, limited mobility, and other features coupled with MRI findings served as indications for timely referral to the patient's family doctor for further evaluation and management. Chiropractors should be aware of the warning signs of infection and the importance of advanced imaging for diagnosing such cases. Early detection and prompt referral to a family doctor for care can help prevent long-term health complications associated with lower-extremity cellulitis.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.004 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".