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Published on: December 2, 2015
Wearable sensors detect childhood internalizing disorders during mood induction task
Ellen W McGinnis1,2, Ryan S McGinnis3, Jessica Hruschak4
1Department of Psychiatry, University of Vermont, Burlington, VT, United States of America.
Objective motion data from an inertial measurement unit (IMU) effectively identified internalizing disorders in young children. This technology shows promise for diagnosing anxiety and depression in children aged 3-7, offering a feasible alternative to behavioral coding.
Area of Science:
- Child psychology
- Biomedical engineering
- Clinical diagnostics
Background:
- Early identification of internalizing disorders like anxiety and depression in children under 8 is crucial.
- Untreated symptoms can lead to severe adolescent and adult mental health issues, including suicide risk.
- Current diagnostic methods often lack objective measures.
Purpose of the Study:
- To evaluate an instrumented fear induction task using motion data for identifying internalizing disorders in young children.
- To demonstrate the efficacy of inertial measurement unit (IMU) data in capturing movement patterns related to psychopathology.
- To compare IMU data with traditional behavioral codes and parent/clinician reports.
Main Methods:
- Collected six degree-of-freedom movement data from a belt-worn IMU in 63 children (ages 3-7) during a fear induction task.
- Correlated IMU motion data with established behavioral fear codes.
- Compared IMU findings with parent-reported child symptoms and clinician-rated internalizing diagnoses.
Main Results:
- IMU motion data, unlike behavioral codes, showed significant associations with parent-reported symptoms and clinician diagnoses.
- Motion data captured objective behaviors indicative of child psychopathology.
- The IMU approach demonstrated higher feasibility in data collection and processing.
Conclusions:
- IMU-based motion analysis is a sensitive and objective tool for detecting internalizing disorders in young children.
- This technology offers a more feasible and potentially more accurate method for early diagnosis compared to traditional approaches.
- Further research is warranted to explore the full potential of IMU-based diagnostics in child mental health.
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