Momentary within-subject associations of affective states and physical behavior are moderated by weather conditions in real life: an ambulatory assessment study

Abstract Background Physical behavior (PB) is a key lifestyle factor in regulating and preventing diseases across the lifespan. Researchers identified affective, cognitive, and contextual factors like weather conditions, as significant contributors in determining if individuals are physically active...

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Main Authors: Irina Timm, Markus Reichert, Ulrich W. Ebner-Priemer, Marco Giurgiu
Format: Article
Language:English
Published: BMC 2023-09-01
Series:International Journal of Behavioral Nutrition and Physical Activity
Subjects:
Online Access:https://doi.org/10.1186/s12966-023-01507-0
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author Irina Timm
Markus Reichert
Ulrich W. Ebner-Priemer
Marco Giurgiu
author_facet Irina Timm
Markus Reichert
Ulrich W. Ebner-Priemer
Marco Giurgiu
author_sort Irina Timm
collection DOAJ
description Abstract Background Physical behavior (PB) is a key lifestyle factor in regulating and preventing diseases across the lifespan. Researchers identified affective, cognitive, and contextual factors like weather conditions, as significant contributors in determining if individuals are physically active. However, there is scarce empirical evidence about potential associations between PB and affective states influenced by weather conditions in daily life. Therefore, we explored if weather conditions moderated the within-subject association between momentary affective states and subsequent PB. Methods Utilizing ambulatory assessment, 79 participants completed electronic diaries about their affective states (i.e., valence, energetic arousal, and calmness) up to six times a day over five days, and their PB (i.e., physical activity and sedentariness) was simultaneously recorded via accelerometers. Weather conditions (i.e., temperature and precipitation) recorded near participants’ locations served as moderators in the multilevel analyses. Results We confirmed earlier findings associating affective states with PB. Increased valence and energetic arousal were positively associated with physical activity (β = 0.007; p < .001), whereas calmness predicted lower levels of physical activity (β = -0.006; p < .001). Higher levels of calmness showed a positive association with sedentary behavior (β = 0.054; p = .003). In addition, we revealed a significant positive association between temperature, as a momentary weather condition, and physical activity (β = 0.025; p = .015). Furthermore, we showed that the association of affective states and physical activity was moderated by temperature. Higher temperatures enhanced the positive effects of valence on physical activity (β = .001, p = .023) and attenuated the negative effects of calmness on physical activity (β = .001, p = .021). Moreover, higher temperatures enhanced the positive effects of valence on reduced sedentary behavior (β = -0.011, p = .043). Conclusions Temperature alterations appeared to have an impact on subsequent physical activity. Furthermore, temperature alterations moderated the influence of affective states on conducted physical activity. This might offer the opportunity for just-in-time adaptive interventions to intervene in individually appropriate environmental conditions for promoting physical activity.
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spelling doaj.art-06aeb1aec867447cb7f5da8f6c20927c2023-11-20T10:57:19ZengBMCInternational Journal of Behavioral Nutrition and Physical Activity1479-58682023-09-0120111410.1186/s12966-023-01507-0Momentary within-subject associations of affective states and physical behavior are moderated by weather conditions in real life: an ambulatory assessment studyIrina Timm0Markus Reichert1Ulrich W. Ebner-Priemer2Marco Giurgiu3Mental mHealth Lab, Institute of Sports and Sports Science, Karlsruhe Institute of TechnologyMental mHealth Lab, Institute of Sports and Sports Science, Karlsruhe Institute of TechnologyMental mHealth Lab, Institute of Sports and Sports Science, Karlsruhe Institute of TechnologyMental mHealth Lab, Institute of Sports and Sports Science, Karlsruhe Institute of TechnologyAbstract Background Physical behavior (PB) is a key lifestyle factor in regulating and preventing diseases across the lifespan. Researchers identified affective, cognitive, and contextual factors like weather conditions, as significant contributors in determining if individuals are physically active. However, there is scarce empirical evidence about potential associations between PB and affective states influenced by weather conditions in daily life. Therefore, we explored if weather conditions moderated the within-subject association between momentary affective states and subsequent PB. Methods Utilizing ambulatory assessment, 79 participants completed electronic diaries about their affective states (i.e., valence, energetic arousal, and calmness) up to six times a day over five days, and their PB (i.e., physical activity and sedentariness) was simultaneously recorded via accelerometers. Weather conditions (i.e., temperature and precipitation) recorded near participants’ locations served as moderators in the multilevel analyses. Results We confirmed earlier findings associating affective states with PB. Increased valence and energetic arousal were positively associated with physical activity (β = 0.007; p < .001), whereas calmness predicted lower levels of physical activity (β = -0.006; p < .001). Higher levels of calmness showed a positive association with sedentary behavior (β = 0.054; p = .003). In addition, we revealed a significant positive association between temperature, as a momentary weather condition, and physical activity (β = 0.025; p = .015). Furthermore, we showed that the association of affective states and physical activity was moderated by temperature. Higher temperatures enhanced the positive effects of valence on physical activity (β = .001, p = .023) and attenuated the negative effects of calmness on physical activity (β = .001, p = .021). Moreover, higher temperatures enhanced the positive effects of valence on reduced sedentary behavior (β = -0.011, p = .043). Conclusions Temperature alterations appeared to have an impact on subsequent physical activity. Furthermore, temperature alterations moderated the influence of affective states on conducted physical activity. This might offer the opportunity for just-in-time adaptive interventions to intervene in individually appropriate environmental conditions for promoting physical activity.https://doi.org/10.1186/s12966-023-01507-0Physical activitySedentary behaviorMoodContextTemperaturePrecipitation
spellingShingle Irina Timm
Markus Reichert
Ulrich W. Ebner-Priemer
Marco Giurgiu
Momentary within-subject associations of affective states and physical behavior are moderated by weather conditions in real life: an ambulatory assessment study
International Journal of Behavioral Nutrition and Physical Activity
Physical activity
Sedentary behavior
Mood
Context
Temperature
Precipitation
title Momentary within-subject associations of affective states and physical behavior are moderated by weather conditions in real life: an ambulatory assessment study
title_full Momentary within-subject associations of affective states and physical behavior are moderated by weather conditions in real life: an ambulatory assessment study
title_fullStr Momentary within-subject associations of affective states and physical behavior are moderated by weather conditions in real life: an ambulatory assessment study
title_full_unstemmed Momentary within-subject associations of affective states and physical behavior are moderated by weather conditions in real life: an ambulatory assessment study
title_short Momentary within-subject associations of affective states and physical behavior are moderated by weather conditions in real life: an ambulatory assessment study
title_sort momentary within subject associations of affective states and physical behavior are moderated by weather conditions in real life an ambulatory assessment study
topic Physical activity
Sedentary behavior
Mood
Context
Temperature
Precipitation
url https://doi.org/10.1186/s12966-023-01507-0
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