Beyond the seizure: the role of post-event observation in febrile seizure management
Bibliographic record
Abstract
Simple febrile seizures (SFS) are a common cause of pediatric emergency department (PED) visits. Guidelines discourage extensive workup for children presenting with SFS, but there is little consensus on whether, or how long, to observe these patients. The objective of this study is to identify clinical, demographic, and historical factors associated with short-term seizure recurrence which might merit an observational period in children who have suffered a febrile seizure. This retrospective cohort study included children aged 12 months to 5 years who presented to the PED with a single generalized seizure in the setting of fever ≥ 38 °C. Current hospital policy recommends a 6-h period of observation in the PED for all such children, and admission for those who undergo a second seizure. Statistical analyses included comparisons between children with and without seizure recurrence, and logistic regression to identify predictors of hospitalization. Of 1496 children screened, 1404 met inclusion criteria. Seizure recurrence occurred in 27 (1.9%) of patients-all within 3 h of presentation. None of the following factors predicted seizure recurrence: gender, ethnic group, family history of febrile seizures, prior SFS, duration of fever before seizure, or peak fever. CONCLUSION: The short-term recurrence of febrile seizures was low (1.9%) and occurred within hours of the index seizure. Since the recurrence rate was low, and considering the benign outcomes of SFS, an observation period may not be warranted. Children who are stable and have regained neurological function may be considered for early discharge with appropriate caregiver education and follow-up, as already practiced in some centers. WHAT IS KNOWN: • Simple febrile seizures are frequent and often benign occurrences in children. • Guidelines discourage extensive tests but omit specific observation protocols. WHAT IS NEW: • Seizure recurrence after simple febrile seizures is very low and usually occurs within the first 3 h after the initial seizure. • After a simple febrile seizure, children may be considered for early discharge once they return to baseline function, without the need for an extended observation period.
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 | 0.002 | 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".