Feature selection using a principal component analysis of the kinematics of the pivot shift phenomenon

References 

1. Amis AA, Cuomo P, et al. Measurement of knee laxity and pivot-shift kinematics with magnetic sensors. Oper. Tech. Orthop. 2008;18(3):8
2. Bull AM, Earnshaw PH, et al. Intraoperative measurement of knee kinematics in reconstruction of the anterior cruciate ligament. J. Bone Joint Surg. Br. 2002;84(7):1075–1081
   • CrossRef
3. Bull AMJ, Amis AA. The pivot-shift phenomenon: a clinical and biomechanical perspective. The Knee. 1998;5(3):141–158
   • Abstract
   • Full Text
   • Full-Text PDF (247 KB)
   • CrossRef
4. Cattell RB, Vogelmann S. A comprehensive trial of the scree and KG criteria for determining the number of factors. Multivar. Behav. Res. 1977;12(3):289–325
5. Deluzio KJ, Astephen JL. Biomechanical features of gait waveform data associated with knee osteoarthritis: an application of principal component analysis. Gait Posture. 2007;25(1):86–93
   • Abstract
   • Full Text
   • Full-Text PDF (591 KB)
   • CrossRef
6. Deluzio KJ, Wyss UP, et al. Gait assessment in unicompartmental knee arthroplasty patients: principal component modeling of gait waveforms and clinical status. Hum. Movement Sci. 1999;18:701–711
7. Deluzio KJ, Wyss UP, et al. Principal component models knee kinematics and kinetics: normal vs. pathological gait patterns. Hum. Movement Sci. 1997;16:201–217
8. Grood ES, Suntay WJ. A joint coordinate system for the clinical description of three-dimensional motions: application to the knee. J. Biomech. Eng. 1983;105(2):136–144
   • MEDLINE
   • CrossRef
9. Hagemeister N, Parent G, et al. A reproducible method for studying three-dimensional knee kinematics. J. Biomech. 2005;38(9):1926–1931
   • Abstract
   • Full Text
   • Full-Text PDF (337 KB)
   • CrossRef
10. Hair JF, Anderson RE, et al. Multivariate Data Analysis with Readings. Englewood Cliffs, NJ: Prentice-Hall; 1998;
11. Ho R. Handbook of Univariate and Multivariate Data Analysis and Interpretation with SPSS. Chapman and Hall/CRC; 2006;
12. Hoshino Y, Kuroda R, et al. In vivo measurement of the pivot-shift test in the anterior cruciate ligament-deficient knee using an electromagnetic device. Am. J. Sports Med. 2007;35(7):1098–1104
    • MEDLINE
    • CrossRef
13. Jones L, Holt CA, et al. Reduction, classification and ranking of motion analysis data: an application to osteoarthritic and normal knee function data. Comput. Methods Biomech. Biomed. Eng. 2008;11(1):31–40
14. Kaiser HF. The varimax criterion for analytic rotation in factor analysis. Psychometrika. 1958;23:187–200
    • CrossRef
15. Kocher MS, Steadman JR, et al. Relationships between objective assessment of ligament stability and subjective assessment of symptoms and function after anterior cruciate ligament reconstruction. Am. J. Sports Med. 2004;32(3):629–634
    • MEDLINE
    • CrossRef
16. Kubo S, Muratsu H, et al. Reliability and usefulness of a new invivo measurement system of the pivot shift. Clin. Orthop. Relat. Res. 2007;454:54–58
17. Labbe, D.R., de Guise J.A., et al., 2010. Accounting for velocity of the pivot shift test manoeuvre decreases kinematic variability. Knee. In press, doi:10.1016/j.knee.2010.03.008
18. Landry SC, McKean KA, et al. Neuromuscular and lower limb biomechanical differences exist between male and female elite adolescent soccer players during an unanticipated side-cut maneuver. Am. J. Sports Med. 2007;35(11):1888–1900
    • CrossRef
19. Lane CG, Warren R, et al. The pivot shift. J. Am. Acad. Orthop. Surg. 2008;16(12):679–688
20. Lane, C.G., Warren R.F., et al., 2008b. In vivo analysis of the pivot shift phenomenon during computer navigated ACL reconstruction. Knee Surg. Sports Traumatol Arthrosc.
21. Lee M, Roan M, et al. An application of principal component analysis for lower body kinematics between loaded and unloaded walking. J. Biomech. 2009;42(14):2226–2230
    • Abstract
    • Full Text
    • Full-Text PDF (256 KB)
    • CrossRef
22. Leitze Z, Losee RE, et al. Implications of the pivot shift in the ACL-deficient knee. Clin. Orthop. Relat. Res. 2005;436:229–236
23. Lopomo N, Zaffagnini S, et al. Pivot-shift test: Analysis and quantification of knee laxity parameters using a navigation system. J. Orthop. Res. 2009;
24. Matsumoto H. Mechanism of the pivot shift. J. Bone Joint Surg. Br. 1990;72(5):816–821
25. O'Connor KM, Bottum MC. Differences in cutting knee mechanics based on principal components analysis. Med. Sci. Sports Exerc. 2009;41(4):867–878
    • CrossRef
26. Olney SJ, Griffin MP, et al. Multivariate examination of data from gait analysis of persons with stroke. Phys. Ther. 1998;78(8):814–828
    • MEDLINE
27. Rencher AC. Methods of Multivariate Analysis. Wiley; 2002;