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Record W7057279440

Investigating change in cognitive and psychosocial functioning, subjective-objective sleep discrepancy, and an oxidative stress marker after group cognitive behavioural therapy for insomnia

2024· dissertation· en· W7057279440 on OpenAlexaboutno aff

Bibliographic record

VenueMacSphere (McMaster University) · 2024
Typedissertation
Languageen
FieldEngineering
TopicMagnetic Field Sensors Techniques
Canadian institutionsnot available
Fundersnot available
KeywordsActigraphyInsomniaPsychosocialCognitionSleep (system call)Sleep diarySleep disorderCognitive skill
DOInot available

Abstract

fetched live from OpenAlex

Insomnia disorder is a debilitating sleep disorder that impacts nearly 10% of Canadian adults. Cognitive Behavioural Therapy for insomnia (CBT-I) is a psychological treatment that targets cognitions and behaviours to improve sleep outcomes. CBT-I has been shown to be an effective treatment for insomnia symptoms; however, little is known about the cognitive and physiological underpinnings of the treatment response. This thesis examines correlates of cognitive, clinical, and biological markers of change across group CBT-I treatment. Specifically, we evaluated: (1) objective and subjective cognitive and psychosocial functioning, (2) discrepancies between objective and subjective measures of sleep, and (3) the relationship between a biological marker of stress and sleep parameters. The first study in this thesis investigated how objective and self-report measures of cognitive functioning, and psychosocial functioning changed across CBT-I. Findings illustrated that changes in self-report cognitive ability and psychosocial functioning were related to the improvements in insomnia symptom severity across treatment. The second study investigated the discrepancy between objectively measured sleep with actigraphy and self-reported sleep variables. Findings showed that the mismatch between objective and subjective sleep parameters decreased early on during the implementation of CBT-I. Additionally, improvement of clinical symptoms was related to a decrease in sleep discrepancies across treatment. In the third study, we examined if there was a relationship between a biological marker of oxidative stress across CBT-I. Results showed that following CBT-I, the biological marker was related to both objective sleep parameters and self-reported symptom improvement. Overall, this thesis demonstrates that in our well-characterized sample of adults with insomnia disorder, group CBT-I was associated with significant post-group changes in cognitive, clinical, and biological factors. This has important implications for the factors that may influence an individual’s treatment response to CBT-I, and thus lead to improvements in tailoring treatments to optimize outcomes for treatment of insomnia disorder.

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)0.004
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 score0.003
Threshold uncertainty score0.008

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.017
GPT teacher head0.248
Teacher spread0.231 · 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
Published2024
Admission routes1
Has abstractyes

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