MétaCan
Menu
Back to cohort
Record W2094782605 · doi:10.4021/jnr.v3i6.260

Dentate Gyrus Status and Seizure Outcome: Does a Relationship Exist or Not?

2014· article· en· W2094782605 on OpenAlexvenueno aff
Gianluca Marucci

Bibliographic record

VenueJournal of Neurology Research · 2014
Typearticle
Languageen
FieldMedicine
TopicEpilepsy research and treatment
Canadian institutionsnot available
Fundersnot available
KeywordsDentate gyrusGranule cellNeurogenesisGranule (geology)Temporal lobeMedicineNeuroscienceGranular cellPathologyInternal medicineBiologyEpilepsyCentral nervous system

Abstract

fetched live from OpenAlex

In the last years an increasing interest in dentate gyrus (DG) abnormalities has emerged. Several studies investigated morphologic features of granular cell pathology (GCP) [1-3] and neurogenesis in the human DG, considering that aberrant growth of neural stem cells could be involved in different neurologic and psychiatric diseases. In particular, in 2009 [1], a classification system has been elaborated for GCP, recognizing three different histologic patterns: no-GCP (normal granule cell layer), GCP type 1 (substantial granule cell loss) and GCP type 2 (various architectural abnormalities in granule cell layer, mainly granule cell dispersion (GCD)). Since then, some efforts to investigate a possible association between the postsurgical seizure outcome and GCP have been made [2-4] but no unambiguous results have been reported, and attempts to clarify this issue could be useful. Some of these papers [2, 3] provided evidence that GCD does not appear to have any influence on outcome following surgery. Thus, they demonstrated that a statistically significant correlation between seizure outcome and GCD, that is a subtype of GCP type 2, has not been observed. On the contrary, in those studies in which the overall subtypes of DG abnormalities (GCP type 1 and GCP type 2) have been considered [1, 4] in comparison to cases with normal granule cell layer, the authors observed that “the association between favorable postsurgical outcome and granule cell pathology (Type 1 or Type 2) was statistically significant (P = 0.028)” [1]. On the other hand, if we want to understand the role of DG in temporal lobe epilepsy, we cannot ignore GCP type 1 (characterized by significant granule cell loss), considering the significant correlation between granule cell loss in the DG and the same patient’s regenerative capacity in vitro, as well as the same patient’s ability to store and recall new memories. These considerations are not meant to be a criticism of indepth studies, but an overly restrictive approach, distinguishing, for example, GCD from bilamination of granule cell layer, could remain a matter of debate among neuropathologists, rather than offering a new useful tool to neurologists or neurosurgeons. In keeping with the histologic demonstration of an abnormal granule cell layer, the status of DG should no longer be considered as an accessory morphologic finding without significance in predicting epileptogenic outcome. In conclusion, further investigations are needed, but the observations already available argue significantly for the association between favorable postsurgical outcome and granule cell pathology (type 1 and type 2). Therefore, the status of DG could help clinicians in predicting the postoperative outcome and planning a better follow-up schedule.

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)0.003
metaresearch head score (Gemma)0.005
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 score0.024
Threshold uncertainty score0.696

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.002
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 head0.179
GPT teacher head0.472
Teacher spread0.294 · 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 teacher head, 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
Published2014
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Neurology ResearchSame topicEpilepsy research and treatmentFrench-language works237,207