Pathogenesis of Lennox‐Gastaut syndrome: Considerations and hypotheses
Bibliographic record
Abstract
No other epilepsy more substantially combines cryptogenicity and intractability than does Lennox-Gastaut Syndrome. Although antecedent neurological conditions have preceded LGS in some patients, others with similar ills fail to develop this syndrome, and precise charting of the pathway between any presumed aetiology and the epilepsy has eluded researchers. Despite these frustrations, LGS has elicited a host of publications over the years, possibly because it combines features of many other epileptic disorders and thereby occupies a crossroads position among them. Lacking a comprehensive experimental model of LGS, this article combines relevant data from several clinical and basic sources in order to formulate a concept of pathogenesis. Data are presented to suggest that the occurrence of factors enhancing excitability during a vulnerable period of cortical and thalamic development may permanently imprint a bilateral, diffuse epileptogenic system upon the mammalian brain.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.001 | 0.006 |
| Scholarly communication | 0.002 | 0.004 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.005 | 0.002 |
| 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".