Back to search

Article

Development of a novel musculoskeletal hypothesis using sparse Group Factor Analysis: the ADVANCE cohort

2025-07-03

Abstract excerpt

Musculoskeletal conditions are a leading global cause of disability, yet the factors influencing long-term musculoskeletal health, particularly following trauma, remain incompletely understood. This study applies sparse Group Factor Analysis, a hierarchical unsupervised machine learning method, to the ADVANCE cohort—a longitudinal dataset of 1445 UK Afghanistan War servicemen—to identify latent structures in multi...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work
a8607d63-a61a-5a2d-be5f-ef2bf6454c6d
DOI
10.1101/2025.07.02.25330713
Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest
Interactive article relationship graphSelect a related publication card to move it into the centre and load its closest explainable connections. Solid lines are source-backed structured connections. Dashed lines are semantic discovery signals and are not scientific evidence.
Development of a novel musculoskeletal hypothesis using sparse Group Factor Analysis: the ADVANCE cohortDOI 10.1101/2025.07.02.25330713
Select a neighboring publication to make it the new centre.