Semi-Late Onset and Rapidly Progressive Case of Lafora’s Disease with Predominant Cognitive Symptoms
Bibliographic record
Abstract
The authors report a sporadic case of Lafora's disease, unusual for the comparatively late age at onset and atypical evolution. Discrete visual phenomena that may be considered as partial seizures occurred at age 19 years. A generalized tonic-clonic seizure occurred at 20 years of age and myoclonus became apparent a few weeks later. A massive cognitive dysfunction was clearly apparent 3 months after the first seizure and further mental deterioration occurred although seizures were controlled by medication and myoclonus remained minimal. The EEG showed the typical association of generalized and focal (occipital) changes. Axillary++ skin and muscle biopsies were positive and easily confirmed the diagnosis. The clinical presentation of Lafora's disease is considered by the authors to be sufficient for a clinical diagnosis, even in such an atypical case. Confirmation by skin biopsy is easily obtainable.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".