Deep learning of wrist accelerometry from UK Biobank data identifies early movement signatures of knee osteoarthritis up to 5 years before diagnosis

Level II, prognostic study-lower-quality prospective cohort. The study uses a large, population-based prospective cohort (UK Biobank) with retrospective analytical methods; follow-up is high, but the study is a secondary analysis rather than a primary prospectively designed prognostic trial.

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Publication Details

Journal
Knee Surgery Sports Traumatology Arthroscopy
Published
2026-02-17
DOI
https://doi.org/10.1002/ksa.70332
Primary Topic
Osteoarthritis Treatment and Mechanisms
Type
article
Field-Weighted Citation Impact
0.00

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article

Deep learning of wrist accelerometry from UK Biobank data identifies early movement signatures of knee osteoarthritis up to 5 years before diagnosis

Florian Hinterwimmer, Ricardo Smits Serena, Christina Valle, Georg Matziolis et al.
Knee Surgery Sports Traumatology Arthroscopy
Osteoarthritis Treatment and Mechanisms
article

Deep learning of wrist accelerometry from UK Biobank data identifies early movement signatures of knee osteoarthritis up to 5 years before diagnosis

Florian Hinterwimmer, Ricardo Smits Serena, Christina Valle, Georg Matziolis, Rüdiger von Eisenhart‐Rothe, Michael T Hirschmann
article en

Abstract

Level II, prognostic study-lower-quality prospective cohort. The study uses a large, population-based prospective cohort (UK Biobank) with retrospective analytical methods; follow-up is high, but the study is a secondary analysis rather than a primary prospectively designed prognostic trial.

Knee Surgery Sports Traumatology Arthroscopy
Kantonsspital Baselland (CH), Institute for Sports Medicine (DE), Waldkrankenhaus Rudolf Elle (DE), Kantonsspital Baselland Standort Bruderholz (CH), Institute of Informatics of the Slovak Academy of Sciences (SK), Imperial College London (GB)
TUM Universitätsstiftung
Openalex Percentile: Top 55%
Osteoarthritis Treatment and Mechanisms
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Deep learning of wrist accelerometry from UK Biobank data identifies early movement signatures of knee osteoarthritis up to 5 years before diagnosis — Florian Hinterwimmer, Ricardo Smits Serena, et al. · Knee Surgery Sports Traumatology Arthroscopy (2026) | TGRS Research Map | TGRS