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Record W7132861014

Working Memory Mediates the Association between Dorsolateral Prefrontal Cortex Plasticity and Global Cognition in Alzheimer's Dementia and Older Healthy Comparison Individuals

2021· dissertation· W7132861014 on OpenAlexaff
Adetunji Oremakinde

Bibliographic record

VenueTSpace · 2021
Typedissertation
Language
FieldMedicine
TopicDementia and Cognitive Impairment Research
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsDorsolateral prefrontal cortexWorking memoryAssociation (psychology)CognitionDementiaNeuroplasticityPrefrontal cortexPlasticity
DOInot available

Abstract

fetched live from OpenAlex

BackgroundDorsolateral prefrontal cortex (DLPFC) plasticity is associated with working memory (WM) in a combine sample of individuals with Alzheimer’s dementia (AD) and older healthy comparison (HC). We hypothesized that DLPFC plasticity is associated with Global Cognition (GC) and that this association is mediated by WM. MethodsThirty-two AD and 20 HC participants were assessed using Repeatable Battery for the Assessment of Neuropsychological Status for GC, N-back task for WM, and electroencephalography combined with Paired Associative Stimulation of DLPFC for DLPFC plasticity. ResultsDLPFC plasticity was associated with GC (B [SE] = 21.65 [9.08]; β = 0.30; P = .02) in the combined group of AD and HC participants. WM mediated the association between DLPFC plasticity and GC (B= 18.67[6.52], 99%CI [2.11, 38.94). Conclusion This study suggests that DLPFC plasticity impacts GC via its impact on WM and significant relationship between DLPFC plasticity and GC may be mediated by WM.

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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.005
Threshold uncertainty score0.012

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
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)0.0040.000

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 head0.044
GPT teacher head0.395
Teacher spread0.351 · 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
Published2021
Admission routes1
Has abstractyes

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