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Record W4414221971 · doi:10.71000/nxjqa547

COGNITIVE AND BEHAVIORAL EFFECTS OF LONG TERM ANTIEPILEPTIC DRUG USE IN ADOLESCENTS WITH GENERALIZED EPILEPSY

2025· article· en· W4414221971 on OpenAlexaff
Hafsa Hameed Thakur, Hajra Umer, Shazma Khan

Bibliographic record

VenueInsights-Journal of Health and Rehabilitation · 2025
Typearticle
Languageen
FieldMedicine
TopicEpilepsy research and treatment
Canadian institutionsAlpha Technologies (Canada)
Fundersnot available
KeywordsNeurocognitiveCognitionEpilepsyNeuropsychologyAffect (linguistics)LamotrigineAntiepileptic drugLevetiracetam

Abstract

fetched live from OpenAlex

Background: Adolescents with generalized epilepsy often require long-term antiepileptic drug (AED) therapy during a critical phase of cognitive and emotional development. While AEDs are essential for seizure control, increasing evidence suggests they may adversely affect cognition and behavior, raising concerns about their broader impact on quality of life and neurodevelopment. Objective: This narrative review aims to explore and synthesize current evidence on the cognitive and behavioral consequences of prolonged AED use in adolescents with generalized epilepsy, highlighting differences among commonly prescribed medications and identifying areas in need of further investigation. Main Discussion Points: The review discusses cognitive impairments associated with older AEDs such as valproate and carbamazepine, which are more pronounced compared to newer agents like levetiracetam and oxcarbazepine. Behavioral issues, including emotional instability and attention deficits, are also prevalent. Themes such as treatment duration, monotherapy versus polytherapy, variability in neuropsychological assessments, and methodological gaps in the literature are critically analyzed. Emerging therapies and the need for routine cognitive monitoring are highlighted. Conclusion: The existing literature supports a cautious, individualized approach to AED therapy in adolescents, with attention to neurocognitive outcomes alongside seizure control. Further pediatric-focused, long-term research is essential to guide safer clinical practices and informed policy development.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.004
Threshold uncertainty score0.008

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.018
GPT teacher head0.347
Teacher spread0.329 · 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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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

Citations0
Published2025
Admission routes1
Has abstractyes

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