Bibliographic record
Abstract
The pattern of epilepsy in children in Nigeria showed little difference from that seen in children in western countries, except that birth asphyxia was relatively common as a cause and there was a longer time between onset of seizures and parents seeking medical care. It was estimated that good control of seizures was achieved in 52.9% of children, but more than a quarter attended the clinic only once or twice and the reasons for this are not known. The response to medication was less satisfactory for children under 1 year, a result consistent with most other studies. Some uncommon forms and associations of epilepsy were recognised. An EEG was not essential for management but was useful for the diagnosis of syndromes. Treatment was equally effective when commenced 5 years or more after the onset of seizures. The anti-convulsant used for most children was phenobarbitone which had to be discontinued in only two cases because of side-effects. Phenobarbitone has been successfully used to treat epilepsy by primary health workers in rural Africa and this is expected to continue in the future.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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".