RT Conference Proceedings
T1 On the design of a CADS for shoulder pain pathology
A1 De Ipiña, K. López
A1 Hernández, M. C.
A1 Martínez, E.
A1 Vaquero, C.
AB A musculoskeletal disorder is a condition of the musculoskeletal system, which consists in part of it being injured continuously over time. Shoulder disorders are one of the most common musculoskeletal cases attended in primary health care services. Shoulder disorders cause pain and limit the ability to perform many routine activities, affecting about 15-25 % of the general population. Several clinical tests have been described to aid diagnosis of shoulder disorders. However, the current literature acknowledges a lack of concordance in clinical assessment, even among musculoskeletal specialists. We are working on the design of a Computer-Aided Decision Support (CADS) system for Shoulder Pain Pathology. The paper presents the results of our efforts to build a CADS system testing several classical classification paradigms, feature reduction methods (PCA) and K-means unsupervised clustering. The small database size imposes the use of robust covariance matrix estimation methods to improve the system performance. Finally, the system was evaluated by a medical specialist.
SN 3642137687
SN 9783642137686
SN 0302-9743
YR 2010
FD 2010
LK https://hdl.handle.net/11556/2128
UL https://hdl.handle.net/11556/2128
LA eng
NO De Ipiña , K L , Hernández , M C , Martínez , E & Vaquero , C 2010 , On the design of a CADS for shoulder pain pathology . in Hybrid Artificial Intelligence Systems - 5th International Conference, HAIS 2010, Proceedings . PART 1 edn , Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) , no. PART 1 , vol. 6076 LNAI , pp. 508-515 , 5th International Conference on Hybrid Artificial Intelligence Systems, HAIS 2010 , San Sebastian , Spain , 23/06/10 . https://doi.org/10.1007/978-3-642-13769-3_62
NO conference
DS TECNALIA Publications
RD 30 jul 2024