Bibliographic record
Abstract
Patient 1: A 6-year-old girl with gait disturbance was introduced by an orthopedist in 1990, before the discovery of causative genes in dopa-responsive dystonia (DRD). Although early motor development was normal, she had Trendelenburg’s symptoms resulting from a congenital dislocation of the left hip (acetabular dysplasia). In addition, she developed flexion-inversion of the left foot at the age of 3 years, which became aggravated toward the evening and was alleviated in the morning after sleep. Her postural dystonia spread to other limbs within 3 years but was more pronounced in the legs. Neurological examination also revealed symmetric hyperreflexia without extensor plantar responses, and rigid hypertonicity in the legs. Investigations, including copper metabolism and brain magnetic resonance imaging, were normal. Therapeutic trials with levodopa and tetrahydrobiopterin (BH4; the cofactor for tyrosine hydroxylase) were considered, and a lumbar puncture was performed to measure cerebrospinal fluid (CSF) pterins. She remarkably responded to low doses of levodopa but not to acute BH4 administration. After increasing the dosage of levodopa (20 mg/kg/day, without a decarboxylase inhibitor [DCI]) and undergoing an operation (acetabuloplasty) for the complicated condition, she became completely normal and was diagnosed as DRD. The diagnosis was supported by CSF data (decreased total biopterin and neopterin) and was confirmed later by genetic analysis (1,2).
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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) | 0.000 | 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".