Spontaneous postpartum recovery of mild traumatic brain injury induced growth hormone deficiency
Bibliographic record
Abstract
A woman in her late 20s developed persistent post-concussion symptoms (PPCS) following a mild traumatic brain injury (mTBI) sustained in a motor vehicle collision. Symptoms included daily headaches, cognitive and physical fatigue and vision disturbances, which persisted despite extensive rehabilitation and medical interventions by multiple specialists. At 20 months post-mTBI, an endocrinological assessment confirmed post-traumatic growth hormone deficiency (GHD) through provocative glucagon stimulation testing (GST) revealing a peak GH level of 1.2 µg/L, and recombinant human growth hormone (rhGH) therapy was initiated. The patient's fatigue and overall quality of life improved on treatment, but therapy was paused during pregnancy and breastfeeding. After giving birth, the patient requested a re-evaluation for GHD before resuming treatment. Remarkably, provocative testing revealed spontaneous recovery of the hypothalamic-pituitary-somatotropic axis with a peak GH level of 18.0 µg/L, and rhGH therapy was discontinued.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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) | 0.000 | 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 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".