Neurologic manifestations of localized scleroderma
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
We describe a young woman with localized scleroderma, seizures, numerous persistently enhancing white matter lesions on brain MRI, and oligoclonal bands in the CSF. The case is remarkable in the widespread bilateral distribution of the lesions and their enhancement during more than a year of follow-up despite immunosuppression. Literature search yielded 54 case descriptions of localized scleroderma associated with neurologic symptoms and neuroimaging findings. All patients had craniofacial scleroderma: linear scleroderma en coup de sabre (LScs), progressive facial hemiatrophy (PFH, or Parry-Romberg syndrome) or both. LScs and PFH should be viewed as variants of craniofacial localized scleroderma as they often manifest in the same patient, share the same neurologic manifestations and imaging features, and evidence pathologic inflammation in skin and CNS.
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.
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 it