ArticleScientific reports2024
Machine learning-based detection of acute psychosocial stress from body posture and movements.
Article in Scientific reports, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers.
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Who cites it
19 citing papers in PubMed.
- Differential Effects of Body Posture on Biological and Psychological Responses in the Trier Social Stress Test.Biopsychosocial science and medicineTrial
- Inducing stress, experiencing stress: Reflections and recommendations for the Trier Social Stress Test.Comprehensive psychoneuroendocrinology · 2026Review
- Classifying mental stress from eye tracking data: deep learning approaches for out-of-the-lab conditions.Scientific reports · 2026Article
- A study protocol for a systematic review and meta-analysis on macroscopic body movements as a marker for acute stress.Systematic reviews · 2026Article
- Machine learning-based detection of workplace stress using wearable and multimodal data: a systematic literature review.Frontiers in artificial intelligence · 2026Review
- Article
- EEG Sensor-Based Computational Model for Personality and Neurocognitive Health Analysis Under Social Stress.Sensors (Basel, Switzerland) · 2025Article
- Investigating psychosocial stress arising from marker-based optical motion capture and subsequent effects on gait.Scientific reports · 2025Article
- Inferring Mental States via Linear and Non-Linear Body Movement Dynamics: A Pilot Study.Sensors (Basel, Switzerland) · 2025Article
- Passive AI Detection of Stress and Burnout Among Frontline Workers.Nursing reports (Pavia, Italy) · 2025Review
- From lab to real-life: A three-stage validation of wearable technology for stress monitoring.MethodsX · 2025Article
- Photoplethysmography-based HRV analysis and machine learning for real-time stress quantification in mental health applications.APL bioengineering · 2025Article
- Artificial intelligence driven mental health diagnosis based on physiological signals.MethodsX · 2025Article
- AI powered blockchain framework for predictive temperature control in smart homes using wireless sensor networks and time shifted analysis.Scientific reports · 2025Article
- Examining human-AI interaction in real-world healthcare beyond the laboratory.NPJ digital medicine · 2025Review
- QuadTPat: Quadruple Transition Pattern-based explainable feature engineering model for stress detection using EEG signals.Scientific reports · 2024Article
- Using Wearable Digital Devices to Screen Children for Mental Health Conditions: Ethical Promises and Challenges.Sensors (Basel, Switzerland) · 2024Review
- Machine learning-based detection of acute psychosocial stress from body posture and movements.Scientific reports · 2024Article
- EmRad: Ubiquitous Vital Sign Sensing Using Compact Continuous-Wave Radars.IEEE open journal of engineering in medicine and biology · 2024Article
Corrections and comments
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Authors and funding
11 authors.
Funding
Abstract
Investigating acute stress responses is crucial to understanding the underlying mechanisms of stress. Current stress assessment methods include self-reports that can be biased and biomarkers that are often based on complex laboratory procedures. A promising additional modality for stress assessment might be the observation of body movements, which are affected by negative emotions and threatening situations. In this paper, we investigated the relationship between acute psychosocial stress induction and body posture and movements. We collected motion data from N = 59 individuals over two studies (Pilot Study: N = 20, Main Study: N = 39) using inertial measurement unit (IMU)-based motion capture suits. In both studies, individuals underwent the Trier Social Stress Test (TSST) and a stress-free control condition (friendly-TSST; f-TSST) in randomized order. Our results show that acute stress induction leads to a reproducible freezing behavior, characterized by less overall motion as well as more and longer periods of no movement. Based on these data, we trained machine learning pipelines to detect acute stress solely from movement information, achieving an accuracy of
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.