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Record W7027544413

Cognition, Plasticity, and Functioning After Childhood Adversity in Major Depressive Disorder

2019· dissertation· en· W7027544413 on OpenAlexaff

Bibliographic record

VenueQSpace (Queen's University Library) · 2019
Typedissertation
Languageen
FieldPsychology
TopicPosttraumatic Stress Disorder Research
Canadian institutionsQueen's University
Fundersnot available
KeywordsNeurocognitiveCognitionMajor depressive disorderCognitive skillCognitive remediation therapyEarly childhoodDepression (economics)Psychological resilienceNeuropsychology
DOInot available

Abstract

fetched live from OpenAlex

Background: There is a compelling association between childhood adversity and Major Depressive Disorder (MDD) in adulthood, including more severe and treatment-resistant presentations of illness. Childhood adversity is also related to deficits in neurocognition, smaller hippocampal volume, and changes in structural and functional brain connectivity. At the same time, neurocognitive impairment accompanies many cases of MDD, but the extent to which childhood adversity accounts for cognitive variance has not been investigated. Furthermore, it is unclear whether adversity is related to plasticity, indicated by response to neurocognitive treatment, and if the relationship between cognition and functioning differs among individuals based on their history of childhood adversity. Objective: The current research sought to clarify how early adversity and select characteristics of illness relate to cognitive differences in MDD, as well as response to Cognitive Remediation (CR), a treatment that promotes neurogenesis and plasticity through cognitive exercise and compensatory strategies. In addition, this project examined the moderating role of adversity in the relationship between cognition and skills required for everyday functioning. Method: Thirty-nine individuals with MDD who previously completed a 10-week CR intervention, as well as neurocognitive and functional skills testing, were re-recruited to engage in a retrospective interview on childhood adversity. Results: More adversity endured as a child and repeated depressive episodes were associated with poorer cognition in adulthood, B = -.45, t(36) = -3.34, p = .002, and B = -.33, t(36) = -2.53, p = .017, together accounting for 37.4% of variance in cognition. Childhood adversity was associated with more improvement following CR, but this relationship was small in magnitude, ∆R2 = .05, ∆F(2, 36) = 4.36, p = .044. A significant association between cognition and functional performance was apparent only among individuals who experienced high levels of adversity, b = .63, SE = .25, p = .018. Conclusions: Our findings highlight childhood adversity and multiple depressive episodes as factors associated with cognitive impairment in MDD. We emphasize early trauma as an important variable to be addressed in neurocognitive treatment and research.

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)0.000
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 score0.010
Threshold uncertainty score0.021

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.001
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 head0.008
GPT teacher head0.235
Teacher spread0.227 · 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
Published2019
Admission routes1
Has abstractyes

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