Case 234: Neuropathic Spondyloarthropathy
Bibliographic record
Abstract
History A 70-year-old woman presented to a peripheral hospital with signs and symptoms of acute chronic obstructive pulmonary disease (COPD) exacerbation. The patient also reported acute on chronic onset of thoracolumbar back pain over a period of 24 hours. She denied any history of recent trauma or intravenous drug use. She did not have any long-term indwelling catheters. The patient's medical history was also complicated by stage 4 renal failure from long-standing type II diabetes, hypertension, iron deficiency anemia, aortic stenosis, and prior bariatric surgery. The patient was not undergoing dialysis for her renal dysfunction, nor was she receiving steroids for COPD. On clinical examination, she was afebrile and tachypneic. Although she was not amenable to a full neurologic examination, she reported subjective leg weakness. There were no localizing signs or evidence of myelopathy. Perianal sensation and rectal tone were preserved. Pulmonary examination revealed wheezes and decreased basilar air entry. The patient's white blood cell count was 6.8 × 10(9)/L. Her blood chemistry was normal, aside from an elevated blood creatinine level of 158 mmol/L. Her erythrocyte sedimentation rate was elevated at 56 mm/h, and her C-reactive protein level was normal at 4.4 mg/L (41.9 nmol/L). Chest radiographs showed mild pulmonary edema with a small right pleural effusion. The patient was transferred to our facility for evaluation of findings on thoracic spine radiographs obtained at a peripheral hospital. Unenhanced thoracic spine magnetic resonance (MR) imaging was performed first and was followed by computed tomography (CT) to further delineate the findings. The patient's renal status precluded intravenous contrast material administration.
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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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.003 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.006 | 0.003 |
| Insufficient payload (model declined to judge) | 0.008 | 0.002 |
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".