A 10-Year-Old Girl with Progressive Generalized Weakness
Bibliographic record
Abstract
Case Presentation Dr. Harvey Sarnat: A.Y. was a 10-year-old Mexican girl who presented with a 7-year history of progressive weakness. She was the full-term product of an uncomplicated pregnancy and delivery, weighing 2850 grams at birth. Early developmental milestones were achieved at the expected rate until age three, when frequent falling was noted. Progressive weakness of her legs ensued, and at age nine years, A.Y. lost the ability to walk beyond a few steps, and shortly thereafter she could not stand without support. She had no seizures, visual disturbance, dysphagia, or incontinence. Previously an excellent student, her academic performance in school had deteriorated over the past year. She was not on any medications. Family history was negative for any known neurological or neuromuscular diseases. A.Y. was an only child. Both parents were alive and well; there was no history of consanguinity.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.008 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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; both teacher heads agree on what is shown here.
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".