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Record W6911050799 · doi:10.5061/dryad.7h44j0zqg

Seizure outcome of pediatric epilepsy surgery: systematic review and meta-analyses

2019· dataset· en· W6911050799 on OpenAlexaff

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2019
Typedataset
Languageen
Field
Topic
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsEpilepsyEpilepsy surgeryTemporal lobeResectionCentral nervous system diseasePediatric epilepsyEpilepsy in childrenEpileptic seizure

Abstract

fetched live from OpenAlex

Objective: This systematic review and meta-analyses assessed seizure outcome following pediatric epilepsy surgery. Methods: MEDLINE, Embase and Cochrane were searched for pediatric epilepsy surgery original research from 1990 to 2017. The outcome was seizure freedom at 12 months or longer follow-up. Using random effects models, the effect sizes for controlled studies, uncontrolled studies on surgery locations (temporal lobe [TL], extra-temporal lobe [ETL] or hemispheric surgery), pathologies, non-lesional epilepsy and incomplete resection were estimated. Meta-regression assessed the relationship between age at surgery, age at seizure onset and seizure outcome. Random-effects network meta-analysis was conducted for surgery locations. Results: 258 studies were included. Surgery achieved higher seizure freedom than medical therapy (OR=6.49 [95%CI: 2.87, 14.70], p<0.001). Seizure freedom declined over time after surgery, from 64.8% (95%CI: 51.2%, 76.4%; p=0.034) at 1 year, to 60.3% (95%CI: 52.9%, 67.4%; p=0.007) at 5 years, and 39.7% (95%CI: 28.4%, 52.2%, p=0.106) at 10 years. Seizure freedom was (i) highest for hemispheric surgery, followed by TL, and ETL surgery; and (ii) highest for tumor, and lower for malformations of cortical development. Seizure freedom was lower for non-lesional than lesional epilepsy (OR=0.54 [95%CI: 0.34, 0.88], p=0.013), and incomplete than complete resection (OR=0.13 [95%CI: 0.08, 0.21], p<0.001). Age at surgery and age at seizure onset were associated with seizure freedom for mixed pathologies and surgery locations, and TL surgery. Conclusion: Epilepsy surgery was more effective than medical therapy to control seizures. Understanding seizure outcomes of different surgery locations, pathologies, non-lesional epilepsy and incomplete resection will assist with pre-surgical counselling.

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 imitation

Not 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.

metaresearch head score (Codex)0.005
metaresearch head score (Gemma)0.009
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Dataset · Consensus signal: Dataset
Teacher disagreement score0.257
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.009
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0040.001
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0020.002
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0530.130

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.

Opus teacher head0.222
GPT teacher head0.355
Teacher spread0.134 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreDataset

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".

Quick stats

Citations10
Published2019
Admission routes1
Has abstractyes

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