A Case of Autoimmune Polyglandular Syndrome Type 2 Presenting as Dyspnea
Bibliographic record
Abstract
We will discuss the case of a 17-year-old male who initially presented to care with shortness of breath on exertion. His symptoms progressed over 7 months to include general weakness, anorexia, and malaise. He presented again to care with tachycardia and hypotension. A combination of dermatological manifestations of autoimmune disease, extensive family history of autoimmune disease, and electrolyte abnormalities prompted a bedside thyroid ultrasound, which led to investigation for thyroid disease. Hormone and antibody testing confirmed the diagnosis of autoimmune polyglandular syndrome type 2 (APS2), and he was successfully treated with levothyroxine, hydrocortisone, and fludrocortisone replacement. We present a case of APS2 in an unusual patient population, with a seldom reported initial manifestation. We will discuss diagnostic clues, investigations, management, and further monitoring of APS2.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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) | 0.002 | 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".