An Unsupervised Learning Approach for Multimodal Low Back Pain Stratification
A novel framework was developed that integrates multimodal data to identify distinct subgroups differentiated by their physical and psychosocial characteristics in a population-based cohort, demonstrating potential for advancing personalized care.
Authors
- Jaro Ilari Karppinen (ORCID: https://orcid.org/0000-0002-2158-6042)
- Eveliina Heikkala (ORCID: https://orcid.org/0000-0001-7156-491X)
- Narasimharao Kowlagi
- Aleksei Tiulpin (ORCID: https://orcid.org/0000-0002-7852-4141)
- Simo Saarakkala (ORCID: https://orcid.org/0000-0003-2850-5484)
Institutions
- Oulu University Hospital (FI)
- South Karelia Central Hospital (FI)
- Etelä-Karjalan sosiaali ja terveyspiiri (FI)
- University of Oulu (FI)
Publication Details
- Journal
- Spine
- Published
- 2025-12-12
- DOI
- https://doi.org/10.1097/brs.0000000000005593
- Primary Topic
- Musculoskeletal pain and rehabilitation
- Type
- article
- Field-Weighted Citation Impact
- 0.00