Abstract
One of the first degenerative diseases of the lumbar spine is the subchondral sclerosis from which other degenerative complications can occur. The first symptom of the subchondral sclerosis and herniated disk is the low back pain. The subchondral sclerosis and herniated disk is often associated with obesity, high body fat index, and high stress on the vertebral spine. This paper proposes a fuzzy expert system which predicts that a patient will suffer from subchondral sclerosis. The expert system correlates the body mass index (BMI) with the body fat (BF) percentage and the daily activity expressed by the consumed calories. In total 60 inference rules were created and the first results present a correlation of 0.91 with the results from the control group. Using this system, a compliant patient can avoid serious spinal cord problems.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Similar content being viewed by others
References
Halbert I et al (1996) Proc Natl Acad Sci USA 93: 9748
Herbert CM, Lindberg KA, Jaysonivi I, Bailey AJ (1975) Proceedings: Intervertebral disc colagen in degenerative disc disease. Ann Rheum Dis 34(5):467–468
Klippel JH, Dieppe PA (1994) Rheumatology. Mosby, London
Boszczyk BM, Boszczyk AA, Korge A, Grillhosl A, Boos WD, Putz R, Iviilz S, Benjamin M (2003) Immunohistochemical analysis of the extracellular matrix in the posterior capsule of the zygapophysial joints in patients with degenerative L4-5 motion segment instability. J Neurosurg 99(1 Suppl):27–33
Berlemann U, Gries NC, Moore RJ, Fraser RD, Vernon-Roberts B (1998) Calciumpyrophosphate dihydrate deposition in degenerate lumbar discs. Eur Spine J 7(1):45–49
Berlemann U, Gries NC, Moore RJ, Fraser RD, Vernon-Roberts B (1998) Calcium pyrophosphate dehydrate deposition in degenerate lumbar discs. Eur Spine J 1:45–49
Borenstein DG (1997) Epidemiology, etiology, diagnostic evaluation, and treatment of low back pain. Curr Opin Rheumatol 9:144–150
Pierre B (2013) An Evidence-based approach to the evaluation and treatment of low back pain in the emergency department. Emerg Med Pract 15:1–23
Low Back Pain Fact Sheet, National Institute of Neurological Disorders and Stroke. National Institute of Health. Accessed 28 Jan 2014
Klippel JH, Dieppe PA (1994) Rheumatology. Mosby, London
Fitzpatrick F, Badley EM (1996) An overview of disability. B J Rheumatol 35:184–187
Guccione AA, Jette AM (1988) Accessing limitations in physical function in patients with arthritis. Arthritis Care Res 1:170–176
http://apps.who.int/bmi/index.jsp?introPage=intro_3.html. Accessed 14 Jan 2014)
Frankenfield DC, Rowe WA, Cooney RN, Smith JS, Becker D (2001) Limits of body mass index to detect obesity and predict body composition. Nutrition 17:26–30
Deurenberg P, Yap M, van Staveren WA (1998) Body mass index and percent body fat. A meta analysis among different ethnic groups. Int J Obes Relat Metab Disord 22:1164–1171
Human Energy Requirements: Energy Requirement of Adults (2014) Report of a Joint FAO/WHO/UNU Expert Consultation. Food and Agriculture Organization of the United Nations. Accessed 16 Oct 2013
Araujo E (2008) Improved Takagi-Sugeno fuzzy approach. In: IEEE International Conference on Fuzzy Systems, 2008. FUZZ-IEEE 2008. (IEEE World Congress on Computational Intelligence), pp 1154–1158, 1–6 June 2008
Marsh S, Wei Huang Y, Sibigtroth J (1994) Center for emerging computer technologies, Motorola, Inc.: Fuzzy Logic Program 2.0
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2016 Springer International Publishing Switzerland
About this paper
Cite this paper
Gal, N., Andrei, D., Stoicu-Tivadar, V., Nemeş, D.I., Nădăşan, E. (2016). Fuzzy Expert System Prediction of Lumbar Spine Subchondral Sclerosis and Lumbar Disk Hernia. In: Balas, V., C. Jain, L., Kovačević, B. (eds) Soft Computing Applications. SOFA 2014. Advances in Intelligent Systems and Computing, vol 356. Springer, Cham. https://doi.org/10.1007/978-3-319-18296-4_21
Download citation
DOI: https://doi.org/10.1007/978-3-319-18296-4_21
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-18295-7
Online ISBN: 978-3-319-18296-4
eBook Packages: EngineeringEngineering (R0)