Knee Angles After Crosstalk Correction With Principal Component Analysis in Gait and Cycling

2021 ◽  
Vol 143 (5) ◽  
Author(s):  
Jordan Skaro ◽  
Scott J. Hazelwood ◽  
Stephen M. Klisch

Abstract Principal component analysis (PCA) has been used as a post-hoc method for reducing knee crosstalk errors during gait analysis. PCA minimizes correlations between flexion–extension (FE), abduction–adduction (AA), and internal–external rotation (IE) angles. However, previous studies have not considered PCA for exercises involving knee flexion angles that are greater than those typically experienced during gait. Thus, the goal of this study was to investigate using PCA to correct for crosstalk during one exercise (i.e., cycling) that involves relatively high flexion angles. Fifteen participants were tested in gait and cycling using a motion analysis system. Uncorrected FE, AA and IE angles were compared to those calculated with PCA performed on (1) all angles (FE-AA-IE PCA correction) and (2) only FE-AA angles (FE-AA PCA correction). Significant differences existed between uncorrected and FE-AA-IE PCA corrected AA and IE angles for both exercises, between uncorrected and FE-AA PCA corrected AA angles for both exercises, and between FE-AA-IE and FE-AA PCA corrected IE angles for cycling. Correlations existed before PCA correction and were eliminated following PCA correction with the exception that FE-IE correlations remained following FE-AA PCA correction. Since the two PCA analyses differed only in their IE angle predictions for the high flexion exercise (cycling), IE angle results were compared to previous studies. Using FE-AA PCA correction may be the preferred protocol for cycling as it appeared to retain physiological IE angle correlations at high flexion angles. However, there exists a critical need for studies aimed at obtaining more accurate IE angles in such exercises.

Sensors ◽  
2019 ◽  
Vol 19 (7) ◽  
pp. 1504
Author(s):  
Timothy McGrath ◽  
Richard Fineman ◽  
Leia Stirling

The authors wish to make the following revisions to this paper [...]


2016 ◽  
Vol 7 (01) ◽  
pp. 44-47
Author(s):  
Sunil Kumar Raina ◽  
Vishav Chander ◽  
Sujeet Raina ◽  
Ashoo Grover

ABSTRACT Background: Mini-mental state examination (MMSE) scale measures cognition using specific elements that can be isolated, defined, and subsequently measured. This study was conducted with the aim to analyze the factorial structure of MMSE in a largely, illiterate, elderly population in India and to reduce the number of variables to a few meaningful and interpretable combinations. Methodology: Principal component analysis (PCA) was performed post-hoc on the data generated by a research project conducted to estimate the prevalence of dementia in four geographically defined habitations in Himachal Pradesh state of India. Results: Questions on orientation and registration account for high percentage of cumulative variance in comparison to other questions. Discussion: The PCA conducted on the data derived from a largely, illiterate population reveals that the most important components to consider for the estimation of cognitive impairment in illiterate Indian population are temporal orientation, spatial orientation, and immediate memory.


Author(s):  
A. N. N. Permadi ◽  
E. Kurnianto ◽  
Sutiyono Sutiyono

Penelitian ini bertujuan untuk menganalisis karakteristik morfometrik ayam kampung yang disukai dan tidak disukai di Desa Tirtomulyo, Kecamatan Plantungan, Kabupaten Kendal, Jawa Tengah. Materi menggunakan 105 ekor ayam kampung yang terdiri dari 5 ekor jantan dan 100 ekor betina. 30 peternak sebagai responden untuk menentukan ayam disukai dan tidak disukai. Data dianalisis menggunakanujit, Principal Component Analysis dengan menggunakan alatbantuStatistical Analysis System (SAS) University Edition. Hasil penelitian memperlihatkan bahwa ayam jantan memiliki perbedaan yang nyata (P<0,05) pada lingkar tarsometatarsus dan panjang sternum, sedangkan ayam betina memiliki perbedaan  nyata (P<0,05) pada bobot badan dan tinggi jengger. Parameter pembeda pada ayam kampung jantan dan betina yang disukai dan tidak disukai adalah panjang sayap yaitu 0,619 dan 0,922. Peta penyebaran ayam jantan dan betina yang disukai dan tidak disukai mempunyai ukuran tubuh yang lebih besar dibandingkan ayam jantan dan betina yang tidak disukai.


2016 ◽  
Vol 49 (9) ◽  
pp. 1698-1704 ◽  
Author(s):  
Elisabeth Jensen ◽  
Vipul Lugade ◽  
Jeremy Crenshaw ◽  
Emily Miller ◽  
Kenton Kaufman

VASA ◽  
2012 ◽  
Vol 41 (5) ◽  
pp. 333-342 ◽  
Author(s):  
Kirchberger ◽  
Finger ◽  
Müller-Bühl

Background: The Intermittent Claudication Questionnaire (ICQ) is a short questionnaire for the assessment of health-related quality of life (HRQOL) in patients with intermittent claudication (IC). The objective of this study was to translate the ICQ into German and to investigate the psychometric properties of the German ICQ version in patients with IC. Patients and methods: The original English version was translated using a forward-backward method. The resulting German version was reviewed by the author of the original version and an experienced clinician. Finally, it was tested for clarity with 5 German patients with IC. A sample of 81 patients were administered the German ICQ. The sample consisted of 58.0 % male patients with a median age of 71 years and a median IC duration of 36 months. Test of feasibility included completeness of questionnaires, completion time, and ratings of clarity, length and relevance. Reliability was assessed through a retest in 13 patients at 14 days, and analysis of Cronbach’s alpha for internal consistency. Construct validity was investigated using principal component analysis. Concurrent validity was assessed by correlating the ICQ scores with the Short Form 36 Health Survey (SF-36) as well as clinical measures. Results: The ICQ was completely filled in by 73 subjects (90.1 %) with an average completion time of 6.3 minutes. Cronbach’s alpha coefficient reached 0.75. Intra-class correlation for test-retest reliability was r = 0.88. Principal component analysis resulted in a 3 factor solution. The first factor explained 51.5 of the total variation and all items had loadings of at least 0.65 on it. The ICQ was significantly associated with the SF-36 and treadmill-walking distances whereas no association was found for resting ABPI. Conclusions: The German version of the ICQ demonstrated good feasibility, satisfactory reliability and good validity. Responsiveness should be investigated in further validation studies.


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