The Neuropsychiatric Profile of Addison’s Disease: Revisiting a Forgotten Phenomenon
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
One hundred fifty years since Thomas Addison's original description of the disease, it is not commonly appreciated that patients with Addison's disease may present with psychiatric symptoms. A review of the literature indicates that disturbances in mood, motivation, and behavior are associated with Addison's disease. Psychosis occurs less frequently, but can be the presenting symptom of a life-threatening adrenal crisis. Potential mechanisms for the neuropsychiatric symptoms of Addison's disease include electrophysiological, electrolyte and metabolic abnormalities, glucocorticoid deficiency, increased endorphins, and an associated Hashimoto encephalopathy. Physicians must be aware that Addison's disease may present solely with psychiatric symptoms and maintain a high index of suspicion for this potentially fatal condition.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it