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      Clinical reliability and validity of a video-based markerless gait evaluation method

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          Abstract

          Objective

          To explore the reliability and validity of gait parameters obtained from gait assessment system software employing a human posture estimation algorithm based on markerless videos of children walking in clinical practice.

          Methods

          Eighteen typical developmental (TD) children and ten children with developmental dysplasia of the hip (DDH) were recruited to walk along a designated sidewalk at a comfortable walking speed. A 3-dimensional gait analysis (3D GA) and a 2-dimensional markerless (2D ML) gait evaluation system were used to extract the gait kinematics parameters twice at an interval of 2 h.

          Results

          The two measurements of the children's kinematic gait parameters revealed no significant differences ( P > 0.05). Intra-class correlation coefficients (ICC) were generally high (ICC >0.7), showing moderate to good relative reliability. The standard error of measurement (SEM) values of all gait parameters measured by the two walks were 1.26°–2.91°. The system software had good to excellent validity compared to the 3D GA, with ICC values between 0.835 and 0.957 and SEM values of 0.87°–1.71° for the gait parameters measured by both methods. The Bland–Altman plot analysis indicated no significant systematic errors.

          Conclusions

          The feasibility of the markerless gait assessment method using the human posture estimation-based algorithm may provide reliable and valid gait analysis results for practical clinical applications.

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          Most cited references39

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          A Guideline of Selecting and Reporting Intraclass Correlation Coefficients for Reliability Research.

          Intraclass correlation coefficient (ICC) is a widely used reliability index in test-retest, intrarater, and interrater reliability analyses. This article introduces the basic concept of ICC in the content of reliability analysis.
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            The reliability of three-dimensional kinematic gait measurements: a systematic review.

            Three-dimensional kinematic measures of gait are routinely used in clinical gait analysis and provide a key outcome measure for gait research and clinical practice. This systematic review identifies and evaluates current evidence for the inter-session and inter-assessor reliability of three-dimensional kinematic gait analysis (3DGA) data. A targeted search strategy identified reports that fulfilled the search criteria. The quality of full-text reports were tabulated and evaluated for quality using a customised critical appraisal tool. Fifteen full manuscripts and eight abstracts were included. Studies addressed both within-assessor and between-assessor reliability, with most examining healthy adults. Four full-text reports evaluated reliability in people with gait pathologies. The highest reliability indices occurred in the hip and knee in the sagittal plane, with lowest errors in pelvic rotation and obliquity and hip abduction. Lowest reliability and highest error frequently occurred in the hip and knee transverse plane. Methodological quality varied, with key limitations in sample descriptions and strategies for statistical analysis. Reported reliability indices and error magnitudes varied across gait variables and studies. Most studies providing estimates of data error reported values (S.D. or S.E.) of less than 5 degrees , with the exception of hip and knee rotation. This review provides evidence that clinically acceptable errors are possible in gait analysis. Variability between studies, however, suggests that they are not always achieved.
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              Repeatability of kinematic, kinetic, and electromyographic data in normal adult gait.

              The repeatability of gait variables is an important consideration in the clinical use of results of quantitative gait analysis. Statistical measures were used to evaluate repeatability of kinematic, kinetic, and electromyographic data waveforms and spatiotemporal parameters of 40 normal subjects. Subjects were evaluated three times on each test day and on three different test days while walking at their preferred or natural speed. Intrasubject repeatability was excellent for kinematic data in the sagittal plane both within a test day as well as between test days. For joint angle motion in the frontal and transverse planes, the repeatability was good within a test day and poor between test days. Poor between-day repeatability of joint angle motion in the frontal and transverse planes was noted to be partly due to variabilities in the alignment of markers. Vertical reaction and fore-aft shear forces were more repeatable than the mediolateral shear force. Sagittal plane joint moments were more repeatable than frontal or transverse plane moments. For electromyographic data, repeatability within a day was slightly better than between test days. In general, the results demonstrate that with the subjects walking at their natural or preferred speed, the gait variables are quite repeatable. These observations suggest that it may be reasonable to base significant clinical decisions on the results of a single gait evaluation.
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                Author and article information

                Contributors
                URI : https://loop.frontiersin.org/people/2562959/overviewRole: Role: Role: Role: Role:
                Role: Role: Role:
                URI : https://loop.frontiersin.org/people/2064903/overviewRole: Role: Role: Role:
                Role: Role: Role: Role: Role:
                URI : https://loop.frontiersin.org/people/2258570/overviewRole: Role: Role:
                URI : https://loop.frontiersin.org/people/1945181/overviewRole: Role: Role: Role: Role:
                Role: Role: Role: Role: Role: Role: Role: Role: Role:
                Journal
                Front Pediatr
                Front Pediatr
                Front. Pediatr.
                Frontiers in Pediatrics
                Frontiers Media S.A.
                2296-2360
                22 December 2023
                2023
                : 11
                : 1331176
                Affiliations
                [ 1 ]Department of Orthopedics, Xijing Hospital, Air Force Military Medical University , Xi’an, China
                [ 2 ]School of Telecommunications Engineering, Xidian University , Xi’an, China
                [ 3 ]Guangzhou Institute, Xidian University , Xi’an, China
                [ 4 ]Department of Orthopaedics, Affiliated Jinling Hospital, Medical School of Nanjing University, Nanjing , China
                Author notes

                Edited by: Xin Tang, Huazhong University of Science and Technology, China

                Reviewed by: Pengfei Zheng, Nanjing Children's Hospital, China

                Sicheng Zhang, Anhui Provincial Children's Hospital, China

                [* ] Correspondence: Wei Lei leiwei@ 123456fmmu.edu.cn Yabo Yan yanyabo@ 123456fmmu.edu.cn
                Article
                10.3389/fped.2023.1331176
                10771829
                38188911
                a1828ee9-d029-42fd-98c1-1f8d30c3ad80
                © 2023 Lin, Wang, Sha, Li, Fan, Lei and Yan.

                This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

                History
                : 31 October 2023
                : 28 November 2023
                Page count
                Figures: 5, Tables: 5, Equations: 1, References: 46, Pages: 0, Words: 0
                Funding
                The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.
                Categories
                Pediatrics
                Original Research
                Custom metadata
                Pediatric Orthopedics

                human posture estimation algorithm,markerless gait analysis,lower limb kinematics,reliability,validity

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