Bibliographic record
Abstract
The autosomal recessive spastic ataxia of Charlevoix-Saguenay (ARSACS) is considered a neurodegenerative disease caused by mutations in the SACS gene, located on chromosome 13q12.12. It is a syndrome that comprises skeletal, retinal and neurological manifestations, among which feature spasticity, cerebellar ataxia and peripheral neuropathy. Five patients with a molecular diagnosis of ARSACS underwent clinical, radiological, and ophthalmologic examinations. Every one of the identified causal mutations was novel. Spastic ataxia, peripheral neuropathy, pes cavus, and hammertoes were found in every case. T2 and T2-fluid attenuation inversion recovery-weighted MRI sequences demonstrated cerebellar atrophy and a hypointense linear striation at the pons. Tensor diffusion sequences revealed that the hypointense striation corresponded with hyperplasia of the pontocerebellar fibres, which gave place to abnormally thick middle cerebellar peduncles. Stereophotographs of the optic discs showed an increased number of retinal fibres, and ocular coherence tomography, increased thickness of the retinal nerve fibre layer. The authors suggest that the hyperplasic pontocerebellar fibres compress the pyramidal tracts at the pons since a very early stage of central nervous system development, causing spasticity, and may also cause cerebellar atrophy by means of glutamate-induced excitotoxicity. The abnormal amount of retinal fibres traversing the optic discs could have caused the detected mild peripheral visual field defects. Taken together, these facts point to a developmental cause in ARSACS, as it does not exhibit the tissue atrophy characteristic of degenerative diseases. Clinical deterioration in ARSACS seems to be mediated by phenomena (compression of the pyramidal tracts and cerebellar glutamate-mediated excitotoxicity) derived from the developmental anomalies referred to, while the neuromuscular symptoms are caused by a peripheral neuropathy with pathologic features suggestive of a similar origin. These observations should be taken into account when research about the origin of ARSACS is undertaken.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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; 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".