Bibliographic record
Abstract
When people with epilepsy become seizure-free with daily antiepileptic drug (AED) management, there is a very individual decision to be made about discontinuing this treatment. After 1-6 years of seizure-freedom, it is estimated that 69% of children and 61% of adults remain seizure-free when AEDs are tapered and stopped. The length of time that a patient is seizure-free does not influence the success rate in children but may in adults. The epilepsy syndrome does not seem to influence the chance of success in 75% of children; however, several prediction schemes based on risk factors for recurrence may be useful. There are two major risks in discontinuing treatment--a tiny risk that the epilepsy will not be controlled again and a tiny risk of death during a recurrence. Children who have had 1-2 years seizure-free deserve a chance to discontinue their AED treatment, whereas in adults this decision probably should wait until there have been at least 4 years of seizure-freedom.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 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) | 0.004 | 0.014 |
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; both teacher heads agree on what is shown here.
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".