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Recognizing Skateboard and Kickboard Commuting Behaviors Using Activity Trackers: Feasibility Study Using Machine Learning Approaches

Nathanael Aubert-Kato, Hitomi Hatori, Arisa Orihara, Takashi Nakagata, Yuji Ohta, Julien Tripette

JMIR Form Res 2025;9:e71969

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Trade-Offs Between Simplifying Inertial Measurement Unit–Based Movement Recordings and the Attainability of Different Levels of Analyses: Systematic Assessment of Method Variations

Manu Airaksinen, Okko Räsänen, Sampsa Vanhatalo

JMIR Mhealth Uhealth 2025;13:e58078

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Recognition of Basic Activities of Daily Living Using Wearable Devices for Older Adults: Scoping Review

Samantha J Ray, Josh Cherian, Amanda Mae Liberty, Tracy Anne Hammond, Paula K Shireman

J Med Internet Res 2025;27:e67373

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A Trainable Open-Source Machine Learning Accelerometer Activity Recognition Toolbox: Deep Learning Approach

Fluri Wieland, Claudio Nigg

JMIR AI 2023;2:e42337

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Recognition of Gait Patterns in Older Adults Using Wearable Smartwatch Devices: Observational Study

Hyeon-Joo Kim, Hyejoo Kim, Jinyoon Park, Bumjo Oh, Seung-Chan Kim

J Med Internet Res 2022;24(8):e39190

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Detection of Low Back Physiotherapy Exercises With Inertial Sensors and Machine Learning: Algorithm Development and Validation

Abdalrahman Alfakir, Colin Arrowsmith, David Burns, Helen Razmjou, Michael Hardisty, Cari Whyne

JMIR Rehabil Assist Technol 2022;9(3):e38689

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Monitoring Physical Behavior in Rehabilitation Using a Machine Learning–Based Algorithm for Thigh-Mounted Accelerometers: Development and Validation Study

Frederik Skovbjerg, Helene Honoré, Inger Mechlenburg, Matthijs Lipperts, Rikke Gade, Erhard Trillingsgaard Næss-Schmidt

JMIR Bioinform Biotech 2022;3(1):e38512

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The Classification of Abnormal Hand Movement to Aid in Autism Detection: Machine Learning Study

Anish Lakkapragada, Aaron Kline, Onur Cezmi Mutlu, Kelley Paskov, Brianna Chrisman, Nathaniel Stockham, Peter Washington, Dennis Paul Wall

JMIR Biomed Eng 2022;7(1):e33771

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Automatic Recognition and Analysis of Balance Activity in Community-Dwelling Older Adults: Algorithm Validation

Yu-Cheng Hsu, Hailiang Wang, Yang Zhao, Frank Chen, Kwok-Leung Tsui

J Med Internet Res 2021;23(12):e30135

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Effect of Spatial Disorientation in a Virtual Environment on Gait and Vital Features in Patients with Dementia: Pilot Single-Blind Randomized Control Trial

Chimezie O Amaefule, Stefan Lüdtke, Thomas Kirste, Stefan J Teipel

JMIR Serious Games 2020;8(4):e18455

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