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Record W2225741418 · doi:10.14740/jnr.v5i6.356

Evidence for Efficacy of Combination of Antiepileptic Drugs in Treatment of Epilepsy

2015· article· en· W2225741418 on OpenAlex
Ehsan M. Sarhan, Matthew C. Walker, Caroline Selai

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueJournal of Neurology Research · 2015
Typearticle
Languageen
FieldMedicine
TopicEpilepsy research and treatment
Canadian institutionsnot available
Fundersnot available
KeywordsLamotrigineFelbamateTopiramateMedicineLevetiracetamGabapentinTolerabilityEpilepsyClinical efficacyDrugCombination therapyVigabatrinPharmacologyAnticonvulsantAdverse effectInternal medicinePsychiatryAlternative medicine

Abstract

fetched live from OpenAlex

Epilepsy is the tendency to have recurrent, unprovoked seizures. Although 70% of epileptic seizures can be controlled with monotherapy (treatment by single antiepileptic drug), a combination of two or more anti-epileptic drugs (AEDs) may be required to improve efficacy (seizure control) and tolerability. Polytherapy (treatment with two or more AEDs) can affect efficacies and side effects in additive, supra-additive (synergistic) or infra-additive fashion. The effect is considered supra-additive when the efficacy of the combination is greater than the sum of the individual drug efficacies, while it is considered infra-additive when the efficacy of the combination is less than the sum of the individual drug efficacies. Here, we have reviewed the available studies and evidences for the application of polytherapy in humans and animal models, to understand which combination of AEDs act as a synergistic polytherapy for epilepsy. We have searched the bibliographic databases MEDLINE and PubMed for studies conducted from 1950 to 2013 and have concluded that, although promising results from the experimental point of view support the combinations of topiramate separately with lamotrigine, gabapentin and felbamate, the most reliable evidence supports the use of valproate and lamotrigine, as this combination generates encouraging results in animal models. Though effectiveness of this combination is supported by human data, there is the possibility of increased side effects. The new drugs are all effective as add-on therapy; there is some evidence that at present, in clinical practice, levetiracetam and topiramate may be the most effective add-on therapies in partial and some generalized epilepsies. J Neurol Res. 2015;5(6):267-276 doi: http://dx.doi.org/10.14740/jnr356w

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.

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)0.003
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.108
Threshold uncertainty score0.386

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.305
GPT teacher head0.489
Teacher spread0.184 · 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