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Evaluation of a Smartphone-based Human Activity Recognition System in a Daily Living Environment
Published on: December 11, 2015
Evaluation of a cell phone-based physical activity diary
Barbara Sternfeld1, Sheng-Fang Jiang, Teresa Picchi
1Division of Research, Kaiser Permanente, Oakland, CA 94612, USA. bxs@dor.kaiser.org
A new cell phone physical activity (PA) diary is as reliable and valid as traditional paper diaries. This digital tool offers a user-friendly alternative for tracking physical activity.
Area of Science:
- Health and Exercise Science
- Digital Health Technologies
- Biomedical Informatics
Background:
- Self-reported physical activity (PA) is prone to recall errors.
- Traditional PA diaries, while reducing errors, can be burdensome for users.
- Developing efficient and accurate methods for PA assessment is crucial for public health.
Purpose of the Study:
- To compare the reliability and validity of a cell phone-based PA diary against a paper-based diary.
- To assess user preferences and satisfaction with the cell phone PA diary.
- To validate the cell phone PA diary against objective measures like accelerometers.
Main Methods:
- A pilot study compared cell phone and paper PA diaries over three weeks in 48 adults (ages 45-65).
- A larger validation study involved 623 middle-aged participants using the cell phone diary and accelerometers over two 7-day periods.
- PA questionnaires and indirect validation criteria (fitness, BMI, body fat) were also utilized.
Main Results:
- Cell phone and paper diaries yielded similar PA estimates (P > 0.49).
- A majority of users preferred the cell phone diary (59.6%) over the paper version (35.4%).
- The cell phone diary showed moderate correlations with questionnaires (ρ = 0.25-0.59) and accelerometers (ρ = 0.27-0.35), with higher reliability for vigorous PA (intraclass correlation = 0.63).
Conclusions:
- A cell phone-based PA diary is a viable alternative to paper diaries, demonstrating comparable accuracy.
- The digital diary is user-acceptable and offers a reliable and valid method for self-reported physical activity assessment.
- This technology can facilitate more accurate and convenient PA monitoring in research and clinical settings.
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