518 Preliminary report on the efficacy of behavioral therapy for insomnia in shift work disorder: a randomized control trial
Bibliographic record
Abstract
Abstract Introduction Around 33% of shift workers suffer from shift work disorder (SWD). SWD includes insomnia and sleepiness related to the atypical work schedule. Most SWD treatments rely on light therapy or pharmacology. Few studies explored CBT-I efficacy for insomnia in shift work and reported promising results. The study aims to evaluate the efficacity of a behavioral therapy for insomnia adapted for SWD (BT-SWD). Methods Forty-three night shift workers meeting SWD criteria were recruited (mean age = 34 years old; 77% women) and randomized to either BT-SWD or waiting list control group. Eight participants dropped-out while waiting. Before and after treatment, participants completed questionnaires (ESS, ISI, STAI and BDI-II) and sleep diaries throughout the experimentation. BT-SWD involves sleep restriction therapy and stimulus control for insomnia as well as fixed sleep periods in the dark for shift workers. BT-SWD has been applied to night sleep, day sleep, and naps in this order. It consists of 6 sessions of 50 minutes delivered on 8 weeks. A mixed MANOVA was conducted on questionnaires scores with group (treatment or waitlist) as the between-subject factor and time as the within subject factor. Results A multivariate interaction effect was significant, F(6,21) = 8.24, p<.001. A univariate interaction effect was observed for the BDI-II (p=.042), the trait scale of the STAI (p=.021) and the ISI, both for night sleep (p=.027) and day sleep (p<.001), indicating that the scores of participants in the treatement group lowered significantly more than those of participants on the waiting group. The treatment group had a significantly less severe insomnia, both for day sleep during night work (p<.001), and night sleep during days off (p<.001). There was no significant difference between the control and the treatment group on sleepiness levels. Conclusion BT-SWD is effective at reducing insomnia severity as well as levels of trait anxiety and depression. Results are more equivocal for sleepiness. The waiting list control group design used has led to an important attrition in the context of shift work. Further analyses are needed to determine the BT-SWD efficacy on sleep variables. Support (if any) The study was supported by a CIHR grant (#110254) awarded to the first author
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.003 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.019 | 0.002 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".