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 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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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".