儿童脑瘫三维步态分类数据

包含脑瘫儿童三维步态运动学参数和分类结果,可用于脑瘫步态模式分类、专家知识建模和康复决策支持。

KU LeuvenKU Leuven
Figshare
2017-01-01 更新
浏览 41
时序分类kinematic gait featuresgait classificationkinematic waveformsgait cycle3 DGA data3 DGA parameters3 DGAclassification error ratesCerebral Palsy Lower body movementsCerebral Palsyexpert knowledge357 children
3D Gait Analysis Data of Children with CP

基本信息

模态
时序
大小
0.035842753 GB
数据量
357
任务类型
分类
许可
CC BY 4.0
创建/更新时间
2017-01-01
版本
v1

资源简介

儿童脑瘫三维步态分类数据

【数据集背景】

本数据集源站标题为《3D gait analysis data of children with CP used for gait classification》。项目资助方:KU Leuven university (OT/12/100). FP7-ICT-600932。源站首次发布:2017-04-14。

【数据内容】

源站原始描述:The data results from a search of the database of the clinical motion analysis laboratory of University Hospital Pellenberg for gait analysis sessions of children with unilateral or bilateral spastic CP, aged between 3 to 18 years and GMFCS levels I, II, or III. Children with marked signs of dystonia or ataxia were excluded, but any previous treatments were allowed. Data collection is as described by Nieuwenhuys et al. (Nieuwenhuys A, Papageorgiou E, Molenaers G, Monari D, De Laet T, Desloovere…

【数据结构与技术规格】

文件数 1 个,合计 35.84 MB。数据集 DOI:10.6084/m9.figshare.4877432.v1。

【主题与分类】

源站学科分类:Biomechanical engineering、Clinical microbiology。主题标签:kinematic gait features、gait classification、kinematic waveforms、gait cycle、3 DGA data、3 DGA parameters、3 DGA、classification error rates、Cerebral Palsy Lower body movements、Cerebral Palsy。

【适用方向】

时序数据适用于疾病进展预测、生理信号监测与事件发生的时序建模。

【获取与许可】

源站页面:https://figshare.com/articles/dataset/3D_gait_analysis_data_of_children_with_CP_used_for_gait_classification/4877432

使用许可:CC0(https://creativecommons.org/publicdomain/zero/1.0/)。

规范引用:De Laet, Tinne; Nieuwenhuys, Angela; Papageorgiou, Eirini; Desloovere, Kaat (2017). 3D gait analysis data of children with CP used for gait classification. figshare. Dataset

【使用注意】

· 源站最后修改于 2023-05-30,引用时请注意版本时效。

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下载信息

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需要注册 Kaggle 账号并登录后下载,适合需要跟踪下载记录和使用 API 的用户。

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使用方式

数据集获取(Figshare)

命令行下载

curl -L -o "Stratified fold kinematic parameters and curves.xlsx" "https://ndownloader.figshare.com/files/8162003"

文件清单

  • Stratified fold kinematic parameters and curves.xlsx(35.84 MB)

文件总体积 35.84 MB(源站 API 实测)。

数据说明

The data results from a search of the  database
of the clinical motion analysis laboratory of University Hospital Pellenberg for gait analysis sessions of children with unilateral or
bilateral spastic CP, aged between 3 to 18 years and GMFCS levels I, II, or
III. Children with marked signs of dystonia or ataxia were excluded, but any
previous treatments were allowed.
Data
collection is as described by Nieuwenhuys et al. (Nieuwenhuys A, Papageorgiou E,
Molenaers G, Monari D, De Laet T, Desloovere K. Inter- and intrarater clinician
agreement on joint motion patterns during gait in children with cerebral palsy.
Dev Med Child Neurol. 2017, doi 10.1111/dmcn.13404). Briefly, the data was obtained by
a standardized 3DGA measurement using optoelectronic cameras (Vicon Motion
Systems, Oxford, UK), observing reflective markers, attached by clinical
experts to the anatomical landmarks of the child’s lower legs, following the
Plug-In-Gait marker configuration. Children were walking barefoot at a
self-selected speed. The joint angles and their derivatives were obtained
through the Nexus software. Additionally, the kinematic data was
time-normalized to the overall gait cycle (pelvis in the sagittal (PS), coronal
(PC), and transverse (PT) plane; hip in the sagittal (HS), coronal (HC), and
transverse (HT) plane; and foot progression angle (FPA)) or to the stance and
swing phase (knee during stance (KSTS) and during swing (KSWS) in the sagittal
plane; ankle during stance (ASTS) and during swing (ASWS) in the sagittal plane)
and interpolated resulting in 51 data points for each time-varying variable. All available trials were included in the study
and classified according to the consensus-based joint motion patterns [6], by either one of the two involved clinical experts.  For each patient, 2 to 15 trials were used per
session, with an average number of four trials. Multiple sessions per patient could
be included, involving sessions before and after intervention (botulinum toxin
injections, selective dorsal rhizotomy or orthopaedic surgery), as well as
follow-up sessions expression the natural history (275 patients had one session,
67 had two sessions and 14 patients had more tha

许可

CC0

引用

学术使用请引用 DOI 10.6084/m9.figshare.4877432.v1(source: https://figshare.com/articles/dataset/3D_gait_analysis_data_of_children_with_CP_used_for_gait_classification/4877432)。

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