Bibliographic record
Abstract
Idiopathic generalized epilepsies (IGEs) are the commonest group of epilepsies in children and adolescents. IGE syndromes are defined by distinct age at onset, seizure types, and characteristic electroencephalogram (EEG) abnormalities, without structural brain lesions and with normal developmental skills. The EEG shows normal background activity; focal interictal EEG abnormalities, occasionally reported, are not a consistent feature of benign myoclonic epilepsy of infancy (BMEI). Myoclonic-astatic epilepsy epitomizes a spectrum of IGEs with prominent myoclonic seizures, appearing in previously healthy children. Absence epilepsies and more broadly IGEs can sometimes cooccur with paroxysmal movement disorders. The IGEs have a predominant genetic etiology and current data are in favor of a complex model of inheritance with the interaction of two or more genes. Subtle developmental abnormalities of brain architecture are described in patients with IGE. New-generation antiepileptic drugs have been proven to be useful in the treatment of pharmacoresistant IGEs.
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 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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.011 | 0.004 |
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".