Neurosarcoidosis presenting with hypopituitarism
Bibliographic record
Abstract
Hypothalamo-pituitary sarcoidosis is a rare manifestation of sarcoidosis, usually presenting alongside other symptoms of neurosarcoidosis. We describe the case of a 58-year-old man from Ghana who presented with progressive gait disturbance, cognitive dysfunction, hypothermia and bradycardia. He was found to have pituitary stalk thickening on imaging, and lymph node biopsy identified non-caseating granulomatous disease. Serology revealed gonadotropin deficiency, hypothyroidism and central adrenal insufficiency. Treatment with immunomodulatory therapy resulted in resolution of findings on imaging and improved cognition, though pituitary function never recovered. Treatment for his sarcoidosis unfortunately resulted in recurrent infections and avascular necrosis. Work-up, management and ongoing care required multidisciplinary cooperation between the admitting internal medicine team, infectious diseases, respirology, rheumatology, endocrinology and neurology.
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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".