Table 5 Results for demographic and psychological traits (Model 1), seasonal (Model 2), and weather variables (Model 3) predicting wake time.

From: The effects of seasons and weather on sleep patterns measured through longitudinal multimodal sensing

	Model 1				Model 2				Model 3
Predictors	Est	Std. beta	CI	Std. CI	Est	Std. beta	CI	Std. CI	Est	Std. beta	CI	Std. CI
(Intercept)	9.07^***	−0.04	5.07 to 13.08	−0.16 to 0.08	9.89^***	−0.04	5.89 to 13.90	−0.16 to 0.08	9.91^***	−0.03	5.90 to 13.92	−0.15 to 0.09
Age	−0.01	−0.04	−0.02 to 0.00	−0.09 to 0.01	−0.01	−0.04	−0.02 to 0.00	−0.09 to 0.01	−0.01	−0.04	−0.02 to 0.00	−0.09 to 0.01
Gender (male)	−0.01	−0.00	−0.20 to 0.19	−0.13 to 0.12	−0.00	−0.00	−0.20 to 0.19	−0.12 to 0.12	−0.00	−0.00	−0.20 to 0.19	−0.12 to 0.12
Affect balance	−0.01	−0.04	−0.02 to 0.01	−0.12 to 0.03	−0.01	−0.04	−0.02 to 0.01	−0.11–0.03	−0.01	−0.04	−0.02 to 0.01	−0.11 to 0.03
Openness	0.19^**	0.07	0.06 to 0.32	0.02 to 0.12	0.19^**	0.07	0.06 to 0.32	0.02 to 0.12	0.19^**	0.07	0.06 to 0.32	0.02 to 0.12
Conscientiousness	−0.04	−0.02	−0.18 to 0.09	−0.07 to 0.04	−0.04	−0.02	−0.18 to 0.09	−0.07 to 0.04	−0.04	−0.02	−0.18 to 0.09	−0.07 to 0.04
Agreeableness	−0.06	−0.02	−0.21 to 0.10	−0.07 to 0.03	−0.06	−0.02	−0.22 to 0.10	−0.07 to 0.03	−0.06	−0.02	−0.22 to 0.10	−0.07 to 0.03
Extraversion	−0.06	−0.02	−0.19 to 0.08	−0.08 to 0.03	−0.06	−0.02	−0.19 to 0.08	−0.08 to 0.03	−0.06	−0.02	−0.19 to 0.08	−0.08 to 0.03
Neuroticism	0.02	0.01	−0.12 to 0.15	−0.06 to 0.07	0.02	0.01	−0.11 to 0.15	−0.06 to 0.07	0.02	0.01	−0.11 to 0.15	−0.06 to 0.07
Organization (O2)	0.33	0.21	−0.03 to 0.69	−0.02 to 0.43	0.32	0.20	−0.04 to 0.68	−0.02 to 0.42	0.32	0.20	−0.04 to 0.68	−0.02 to 0.42
Organization (O3)	0.29	0.18	−0.07 to 0.64	−0.05 to 0.40	0.28	0.17	−0.08 to 0.64	−0.05 to 0.40	0.28	0.17	−0.08 to 0.64	−0.05 to 0.40
Organization (U)	0.16	0.10	−0.05 to 0.37	−0.03 to 0.23	0.15	0.09	−0.06 to 0.36	−0.04 to 0.22	0.15	0.09	−0.06 to 0.36	−0.04 to 0.22
Supervise (yes)	−0.14	−0.09	−0.32 to 0.04	−0.20 to 0.03	−0.14	−0.09	−0.32 to 0.04	−0.20 to 0.03	−0.14	−0.09	−0.32 to 0.04	−0.20 to 0.03
Latitude	−0.03	−0.02	−0.11 to 0.06	−0.10 to 0.05	−0.02	−0.02	−0.11 to 0.06	−0.10 to 0.05	−0.02	−0.02	−0.10 to 0.06	−0.10 to 0.06
Longitude	−0.01	−0.03	−0.02 to 0.01	−0.09 to 0.04	−0.01	−0.03	−0.02 to 0.01	−0.09 to 0.04	−0.01	−0.03	−0.02 to 0.01	−0.09 to 0.03
psqi	0.01	0.02	−0.02 to 0.05	−0.03 to 0.07	0.02	0.02	−0.02 to 0.05	−0.03 to 0.07	0.02	0.02	−0.02 to 0.05	−0.03 to 0.07
Chronotype	−0.04^***	−0.22	−0.05 to −0.03	−0.27 to −0.17	−0.04^***	−0.22	−0.05 to −0.03	−0.27 to −0.17	−0.04^***	−0.22	−0.05 to −0.03	−0.27 to −0.17
Season (fall)					−0.02	−0.01	−0.06 to 0.01	−0.04 to 0.01	−0.04^*	−0.03	−0.08 to −0.00	−0.05 to −0.00
Season (spring)					−0.13^***	−0.08	−0.19 to −0.07	−0.12 to −0.04	−0.14^***	−0.09	−0.21 to −0.08	−0.13 to −0.05
Season (summer)					0.16^***	0.10	0.10–0.22	0.06 to 0.14	0.13^***	0.08	0.06 to 0.19	0.04 to 0.12
Day length					−0.08^***	−0.09	−0.09 to −0.06	−0.11 to −0.08	−0.09^***	−0.11	−0.11 to −0.07	−0.13 to −0.09
Outdoor temperature principal component									0.01^***	0.03	0.00 to 0.01	0.01 to 0.05
Wind principal component									0.00	0.01	−0.00 to 0.01	−0.00 to 0.02
Humidity-cloudcover principal component									0.00	0.01	−0.00 to 0.01	−0.00 to 0.02
Random effects
σ²	2.11				2.09				2.08
τ₀₀	0.29_participant				0.29_participant				0.29_participant
ICC	0.12				0.12				0.12
BIC	186,958				186,293				186336
N	216_participant				216_participant				216_participant
Observations	51,836				51,836				51836
Marginal R²/conditional R²	0.080/0.191				0.092/0.202				0.092/0.202

*P < 0.05, **P < 0.01, ***P < 0.001.
The reference categories for gender, organization, supervise, time zone, and season are Female, Organization O1, non-supervisors, central time zone, and winter season respectively. Est gives the unstandardized beta coefficient, std. beta gives the standardized beta coefficient, CI gives the unstandardized confidence interval, while std. CI gives the standardized confidence interval. Significant coefficients are highlighted in bold.

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Table 5 Results for demographic and psychological traits (Model 1), seasonal (Model 2), and weather variables (Model 3) predicting wake time.

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