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Record W4296038318 · doi:10.1080/15402002.2022.2124993

Examining whether Changes in Sleep Habits Predict Long-Term Sustainment of Treatment Gains in Individual Remitted from Insomnia after CBT-I

2022· article· en· W4296038318 on OpenAlexafffund
Parky Lau, Onkar S. Marway, Nicole E. Carmona, Colleen E. Carney

Bibliographic record

VenueBehavioral Sleep Medicine · 2022
Typearticle
Languageen
FieldPsychology
TopicSleep and related disorders
Canadian institutionsToronto Metropolitan University
FundersCanadian Institutes of Health Research
KeywordsInsomniaSleep restrictionCognitive behavioral therapy for insomniaCognitive behavioral therapyCognitionMedicineIntervention (counseling)PsychiatryClinical psychologyPsychologySleep disorderPhysical therapySleep deprivation

Abstract

fetched live from OpenAlex

Objectives Providers of Cognitive-Behavioral Therapy for Insomnia (CBT-I) are often asked whether the behavioral recommendations (e.g., stimulus control, sleep restriction) must be adhered to ad infinitum. We examined whether changes in sleep habits/behaviors are a life sentence, or whether patients who remit can relax their adherence while maintaining their treatment gains at 1-year follow-up (FU).Methods Participants (N = 179) completed 2 weeks of sleep diaries and measures of insomnia severity and safety behaviors at baseline and following four sessions of CBT-I. Of the 137 patients that achieved remission, 77 completed these measures at 1-year FU.Results Improvements in insomnia severity and total wake time (TWT) at post-treatment were maintained at FU (ps ≥ .52). Similarly, reductions in safety behaviors were maintained at FU (p – 1.00), whereas lingering in bed reduced during treatment (p < .001) but increased at FU (p < .001). Changes in sleep habits after treatment did not predict insomnia severity at FU. However, increases in time in bed positively predicted TWT at FU (p = .001).Conclusions Those who remit after CBT-I may generally relax their adherence to behavioral recommendations without significantly impacting their perceived insomnia symptoms 1 year after treatment despite some increases in TWT. Results increase our confidence in CBT-I as a brief and durable intervention.

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 score0.005
Threshold uncertainty score0.010

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.055
GPT teacher head0.334
Teacher spread0.279 · 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".

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Citations0
Published2022
Admission routes2
Has abstractyes

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