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| Chronobiol Med > Volume 8(1); 2026 > Article |
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Conflicts of Interest
Availability of Data and Material
The datasets generated or analyzed during the study are available from the corresponding author on reasonable request.
Author Contributions
Conceptualization: Narae Lee, Jihye Ahn, Seog Ju Kim. Data curation: Jihye Ahn, Haein Kim. Funding acquisition: Seog Ju Kim. Investigation: all authors. Methodology: Narae Lee, Jihye Ahn, Seog Ju Kim. Software: Narae Lee, Seog Ju Kim. Supervision: Seog Ju Kim. Visualization: Narae Lee. Writing—original draft: Narae Lee. Writing—review & editing: Narae Lee, Jihye Ahn, Seog Ju Kim.
Values are presented as mean±standard deviation (range) or n (%). rMEQ, reduced Morningness–Eveningness Questionnaire; DBAS-16, Dysfunctional Beliefs and Attitudes about Sleep-16; ISI, Insomnia Severity Index; PSQI, Pittsburgh Sleep Quality Index; HARS, Hamilton Anxiety Rating Scale; HDRS, Hamilton Depression Rating Scale; ESS, Epworth Sleepiness Scale.
| Variables | Model 1 (β) | Model 2 (β) | Model 3 (β) | VIF |
|---|---|---|---|---|
| rMEQ total | -0.265** | -0.299** | -0.277** | 1.201 |
| Sex | -0.171 | -0.227* | 1.344 | |
| Age | -0.026 | 0.035 | 1.110 | |
| HARS | 0.274 | 4.321 | ||
| HDRS | -0.268 | 4.021 | ||
| ESS | 0.141 | 1.036 | ||
| PSQI | -0.010 | 1.549 | ||
| ISI | 0.491*** | 1.741 | ||
| R² | 0.07 | 0.098 | 0.341 | |
| Adjusted R² | 0.061 | 0.071 | 0.286 | |
| ΔR² | 0.070** | 0.028 | 0.244*** | |
| F for ΔR² (sig) | 7.700 (0.007) | 3.611 (0.222) | 9.284 (<0.001) | |
| Durbin-Watson | 1.817 |
Model 1: unadjusted; Model 2: adjusted for demographic variables (age, sex); Model 3: adjusted model for age, sex, HDRS, HARS, ISI, PSQI, and ESS (n=104).
DBAS-16, Dysfunctional Beliefs and Attitudes about Sleep-16; rMEQ, reduced Morningness-Eveningness Questionnaire; HARS, Hamilton Anxiety Rating Scale; HDRS, Hamilton Depression Rating Scale; ESS, Epworth Sleepiness Scale; PSQI, Pittsburgh Sleep Quality Index; ISI, Insomnia Severity Index; VIF, variance inflation factor.
| Source | df | F | p | Partial η² |
|---|---|---|---|---|
| Age group | 2 | 1.465 | 0.236 | 0.026 |
| Chronotype | 2 | 2.051 | 0.134 | 0.037 |
| Age×Chronotype | 4 | 3.211 | 0.016* | 0.106 |

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