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Accurate estimation of hip range of motion using MediaPipe and inertial sensors with machine learning models.

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Title: Accurate estimation of hip range of motion using MediaPipe and inertial sensors with machine learning models.
Authors: Maeda T; Department of Orthopedic Surgery, Kobe University Graduate School of Medicine, 7-5-1, Kusunoki-Cho, Chuo-Ku, Kobe, Hyogo, 650-0017, Japan., Kamenaga T; Department of Orthopedic Surgery, Kobe University Graduate School of Medicine, 7-5-1, Kusunoki-Cho, Chuo-Ku, Kobe, Hyogo, 650-0017, Japan. t.kamenaga@gmail.com., Inui A; Department of Orthopedic Surgery, Kobe University Graduate School of Medicine, 7-5-1, Kusunoki-Cho, Chuo-Ku, Kobe, Hyogo, 650-0017, Japan., Kitamura T; Department of Orthopedic Surgery, Kobe University Graduate School of Medicine, 7-5-1, Kusunoki-Cho, Chuo-Ku, Kobe, Hyogo, 650-0017, Japan., Kuroda Y; Department of Orthopedic Surgery, Kobe University Graduate School of Medicine, 7-5-1, Kusunoki-Cho, Chuo-Ku, Kobe, Hyogo, 650-0017, Japan., Tsubosaka M; Department of Orthopedic Surgery, Kobe University Graduate School of Medicine, 7-5-1, Kusunoki-Cho, Chuo-Ku, Kobe, Hyogo, 650-0017, Japan., Nakano N; Department of Orthopedic Surgery, Kobe University Graduate School of Medicine, 7-5-1, Kusunoki-Cho, Chuo-Ku, Kobe, Hyogo, 650-0017, Japan., Hayashi S; Department of Orthopedic Surgery, Kobe University Graduate School of Medicine, 7-5-1, Kusunoki-Cho, Chuo-Ku, Kobe, Hyogo, 650-0017, Japan., Matsumoto T; Department of Orthopedic Surgery, Kobe University Graduate School of Medicine, 7-5-1, Kusunoki-Cho, Chuo-Ku, Kobe, Hyogo, 650-0017, Japan., Kuroda R; Department of Orthopedic Surgery, Kobe University Graduate School of Medicine, 7-5-1, Kusunoki-Cho, Chuo-Ku, Kobe, Hyogo, 650-0017, Japan.
Source: BMC musculoskeletal disorders [BMC Musculoskelet Disord] 2026 May 06; Vol. 27 (1). Date of Electronic Publication: 2026 May 06.
Publication Type: Journal Article
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 100968565 Publication Model: Electronic Cited Medium: Internet ISSN: 1471-2474 (Electronic) Linking ISSN: 14712474 NLM ISO Abbreviation: BMC Musculoskelet Disord Subsets: MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:1471-2474
DOI:10.1186/s12891-026-09915-6