AI-Refit - AI-enabled Playful Enhancement of Resilience and Self-Efficacy with Psychological Learning Theory
Dr. Lucas Paletta
Organization
JOANNEUM RESEARCH Forschungsgesellschaft mbH, Austria.
Team
Dr. Lucas Paletta
Sandra Draxler
Michael Schneeberger
Martin Pszeida
Jochen A. Mosbacher
Thomas Orgel
Silvia Russegger
Project Description & Objectives
The project AI-Refit AI-Refit developed an innovative prototype of a digital care centre for (i) a playful AI- and sensor-enabled assessment of mental health and (ii) adaptively engaging into activities to prevent from depressive symptoms, indication of anxiety and stress levels, to reinforce resilience and to promote self-efficacy of the individual, based on wearables (Garmin vivosmart and Tablets with eye-tracking analytics). The project performed an RCT study that successfully resulted in the provision of several digital biomarkers for resilience estimation, mental strain, perceived stress and sleep quality based on the digital biosignal sensors using by Garmin and Fitrockr data collection.
Data Collection Process
Participants were recruited using digital platforms, and wearables were distributed and recollected in workshops at specific locations. Participants used the Garmin device day and night for 2 months.
Fitrockr Utilization
We used the Fitrockr platform to collect within an RCT-study numerous lines of wearable sensor data at the same time and to get an overview on the results. Used functions were “export” and “data dump”.
Wearable Used
Garmin Vivosmart 5
Number of Participants
56
Duration
24 months
Metrics Collected
HRV
Heart Rate
Stress
Steps
Sleep
Body Battery
Accelerometer
Fitrockr Sync Type
Sync via Fitrockr app on participant smartphone.
Fitrockr is a leading health and fitness data analytics platform that empowers organizations to connect, manage and analyze data from wearables. Designed for research, clinical studies, healthcare, coaching and fitness gamification, Fitrockr enables seamless integration of biometric and activity data, providing deep insights through advanced analytics, dashboards, reports and raw data downloads. Automated alerting, push notifications, surveys and outcome assessments support data collection. With a focus on data privacy, security, and local hosting options, Fitrockr supports global institutions in transforming raw health data into actionable outcomes. Learn more at www.fitrockr.com.
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