ORIGINAL RESEARCH article
Front. Psychol.
Sec. Health Psychology
This article is part of the Research TopicImplementing Mental Health Prevention and Promotion Programs: A Sustainable Approach - Volume IIIView all 4 articles
Associations Between Wearables Vital Parameters and Self-Perceived Mood – An Ecological Momentary Assessment Study Among Healthy Adolescents
Provisionally accepted
- 1Karlsruhe Institute of Technology (KIT), Karlsruhe, Germany
- 2Smilamind AG, St. Gallen, Switzerland
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Background: The prevalence of mental illnesses among adolescents has increased over the past decade. Lifestyle factors, such as regular exercise or sleep behavior can play a significant role in the prevalence of mental health. Today, passive mobile sensing or smartwatches offer valuable insights into the relationships between device-derived vital parameters (e.g., steps, exercise, sleep, heart rate) and self-reported mental health indicators, such as mood. However, the link between vital parameters and self-reported mood in daily life among adolescents remains understudied. Methods: A total of 53 adolescents participated in a two-week ambulatory assessment study. Participants were equipped with a wrist-worn Apple Watch and a research-grade thigh-worn accelerometer to continuously measure physical behavior in daily life. Concurrently, partici-pants rated momentary mood up to six times a day on a self-developed mood barometer (i.e., a 10-point emoji scale) via a web-based application on a smartphone. We used multilevel modeling to analyze the within-subject effects of vital parameters on momentary mood. Results: Step counts (p = .023), standing time (p = <0.001), as well as exercise time (p = .012) are positively associated with self-reported mood on a daily level. On a momentary level, step counts (p= .006) before the assessment (60 min) were positively associated with momentary mood, whereas sedentary time (p= <0.001) and sedentary bouts (p = .003) were negatively associated. Passively detected sleep duration was not associated with daily mood, whereas self-reported sleep quality (p = .031) was positively associated. Conclusion: Our study indicates that vital parameters correlate with mood ratings on both momentary and daily levels in adolescents. Given the increasing prevalence of mental health disorders, there is an urgent need for practical, scalable solutions. Mobile health technologies designed to enhance mental health support for adolescents and younger adults show significant promise, making them a compelling focus for future research.
Keywords: Ecological Momentary Assessment, ambulatory assessment, mood, Mentalhealth, Physical behaviour, accelerometry, adolescents
Received: 06 May 2025; Accepted: 12 Nov 2025.
Copyright: © 2025 Lutz, Veltmann, Meisterhans and Giurgiu. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
* Correspondence: Marco Giurgiu, marco.giurgiu@kit.edu
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