Bibliographic record
Abstract
Neonatal seizures are usually considered of epileptic origin, although some may be generated by non-epileptic mechanisms. Neonatal seizures may be classified by clinical features: focal clonic, focal tonic, myoclonic, spasms, generalized tonic and motor automatisms. The main categories of etiological factors of neonatal seizures include hypoxic- ischemic encephalopathy, central nervous system (CNS) infections, structural brain abnormalities, and metabolic disturbances. Early neuroimaging studies, particularly magnetic resonance imaging (MRI) with diffusion imaging, should show acute diffuse abnormalities consistent with hypoxia/ischemia. Some neonatal seizures result from long-standing disorders. These disorders include cerebral dysgenesis, neurocutaneous syndromes, genetic disorders, or very early onset epilepsy in association with well-defined epileptic syndromes. Clinical examination and seizure characterization are initial points of reference in the evaluation of infants suspected of early myoclonic encephalopathy (EME). Benzodiazepines are frequently used as alternative secondline antiepileptic drugs (AEDs), although more often they are given following phenobarbital and in place of phenytoin.
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 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) | 0.001 | 0.001 |
| 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 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".