{"id":2871,"date":"2024-07-25T18:13:31","date_gmt":"2024-07-25T18:13:31","guid":{"rendered":"https:\/\/scholarblogs.emory.edu\/neuromechanicslab\/?page_id=2871"},"modified":"2025-11-12T19:03:18","modified_gmt":"2025-11-12T19:03:18","slug":"data-and-code","status":"publish","type":"page","link":"https:\/\/scholarblogs.emory.edu\/neuromechanicslab\/resources\/data-and-code\/","title":{"rendered":"Data &amp; Code"},"content":{"rendered":"\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-stretch is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h5 class=\"wp-block-heading\"><strong>Non-negative Matrix Factorization (NMF) for motor module analysis of muscle coordination<\/strong><\/h5>\n\n\n\n<div class=\"wp-block-media-text alignwide has-media-on-the-right is-stacked-on-mobile is-vertically-aligned-top\" style=\"grid-template-columns:auto 71%\"><div class=\"wp-block-media-text__content\">\n<p class=\"wp-block-paragraph\">&#8220;Muscle synergy analysis for posture and movement: methods and interpretation&#8221; by Ting and Chvatal, in Progress in Motor Control, Danion and Latash, eds., 2010<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/Neuromechanics-Lab\/NMF-tutorial\">Code<\/a><\/p>\n<\/div><figure class=\"wp-block-media-text__media\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1190\" height=\"564\" src=\"https:\/\/scholarblogs.emory.edu\/neuromechanicslab\/files\/2024\/07\/Screenshot-2024-07-26-at-12.03.54-PM.png\" alt=\"\" class=\"wp-image-2977 size-full\" srcset=\"https:\/\/scholarblogs.emory.edu\/neuromechanicslab\/files\/2024\/07\/Screenshot-2024-07-26-at-12.03.54-PM.png 1190w, https:\/\/scholarblogs.emory.edu\/neuromechanicslab\/files\/2024\/07\/Screenshot-2024-07-26-at-12.03.54-PM-768x364.png 768w\" sizes=\"(max-width: 1190px) 100vw, 1190px\" \/><\/figure><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h5 class=\"wp-block-heading\"><strong>Wavelet-Based ANOVA for statistical comparison of time history data such as EMG<\/strong><\/h5>\n\n\n\n<div class=\"wp-block-media-text is-stacked-on-mobile is-vertically-aligned-center\" style=\"grid-template-columns:65% auto\"><figure class=\"wp-block-media-text__media\"><img decoding=\"async\" width=\"1200\" height=\"657\" src=\"https:\/\/scholarblogs.emory.edu\/neuromechanicslab\/files\/2024\/07\/Screenshot-2024-07-26-at-12.11.24-PM.png\" alt=\"\" class=\"wp-image-2980 size-full\" srcset=\"https:\/\/scholarblogs.emory.edu\/neuromechanicslab\/files\/2024\/07\/Screenshot-2024-07-26-at-12.11.24-PM.png 1200w, https:\/\/scholarblogs.emory.edu\/neuromechanicslab\/files\/2024\/07\/Screenshot-2024-07-26-at-12.11.24-PM-768x420.png 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<p class=\"wp-block-paragraph\">&#8220;Statistically significant contrasts between EMG waveforms revealed using wavelet-based functional ANOVA&#8221; by McKay et al 2013<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/Neuromechanics-Lab\/wfANOVA-\">Code<\/a><\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h5 class=\"wp-block-heading\"><strong>Human-Human Physical  Interactions<\/strong> for Partnered Gait Coordination<\/h5>\n\n\n\n<div class=\"wp-block-media-text has-media-on-the-right is-stacked-on-mobile is-vertically-aligned-center\" style=\"grid-template-columns:auto 65%\"><div class=\"wp-block-media-text__content\">\n<p class=\"wp-block-paragraph\">&#8220;Low-force human\u2013human hand interactions induce gait changes through sensorimotor engagement instead of direct mechanical effects&#8221; by Wu et al 2024<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/osf.io\/jyg4r\/\">Data and Code<\/a><\/p>\n<\/div><figure class=\"wp-block-media-text__media\"><img decoding=\"async\" width=\"1200\" height=\"589\" src=\"https:\/\/scholarblogs.emory.edu\/neuromechanicslab\/files\/2024\/07\/Screenshot-2024-07-26-at-1.38.23-PM.png\" alt=\"\" class=\"wp-image-3019 size-full\" srcset=\"https:\/\/scholarblogs.emory.edu\/neuromechanicslab\/files\/2024\/07\/Screenshot-2024-07-26-at-1.38.23-PM.png 1200w, https:\/\/scholarblogs.emory.edu\/neuromechanicslab\/files\/2024\/07\/Screenshot-2024-07-26-at-1.38.23-PM-768x377.png 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/figure><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h5 class=\"wp-block-heading\"><strong>Gait signatures<\/strong> identifying individual differences in gait dynamics<\/h5>\n\n\n\n<div class=\"wp-block-media-text is-stacked-on-mobile is-vertically-aligned-center\" style=\"grid-template-columns:65% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"387\" src=\"https:\/\/scholarblogs.emory.edu\/neuromechanicslab\/files\/2024\/07\/Screenshot-2024-07-29-at-10.58.30-AM.png\" alt=\"\" class=\"wp-image-3148 size-full\" srcset=\"https:\/\/scholarblogs.emory.edu\/neuromechanicslab\/files\/2024\/07\/Screenshot-2024-07-29-at-10.58.30-AM.png 1200w, https:\/\/scholarblogs.emory.edu\/neuromechanicslab\/files\/2024\/07\/Screenshot-2024-07-29-at-10.58.30-AM-768x248.png 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<p class=\"wp-block-paragraph\">&#8220;Discovering individual-specific gait signatures from data-driven models of neuromechanical dynamics&#8221; by Winner et al 2023<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/bermanlabemory\/gait_signatures\">Data and Code<\/a><\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h5 class=\"wp-block-heading\"><strong>Biophysical muscle spindle model <\/strong>capable of simulating rhythmic movement<\/h5>\n\n\n\n<div class=\"wp-block-media-text has-media-on-the-right is-stacked-on-mobile is-vertically-aligned-center\" style=\"grid-template-columns:auto 66%\"><div class=\"wp-block-media-text__content\">\n<p class=\"wp-block-paragraph\">&#8220;Intrafusal cross\u2010bridge dynamics shape history\u2010dependent muscle spindle responses&#8221; by Simha and Ting, 2023<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"> <a href=\"https:\/\/github.com\/Neuromechanics-Lab\/Simha-Ting2023JExptPhysiol\">Code<\/a><\/p>\n<\/div><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"641\" src=\"https:\/\/scholarblogs.emory.edu\/neuromechanicslab\/files\/2024\/07\/Screenshot-2024-07-26-at-12.18.00-PM.png\" alt=\"\" class=\"wp-image-2983 size-full\" srcset=\"https:\/\/scholarblogs.emory.edu\/neuromechanicslab\/files\/2024\/07\/Screenshot-2024-07-26-at-12.18.00-PM.png 1200w, https:\/\/scholarblogs.emory.edu\/neuromechanicslab\/files\/2024\/07\/Screenshot-2024-07-26-at-12.18.00-PM-768x410.png 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/figure><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h5 class=\"wp-block-heading\"><strong>Muscle fiber resistance to stretch based on postural sway<\/strong><\/h5>\n\n\n\n<div class=\"wp-block-media-text is-stacked-on-mobile is-vertically-aligned-center\" style=\"grid-template-columns:70% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"480\" src=\"https:\/\/scholarblogs.emory.edu\/neuromechanicslab\/files\/2024\/07\/Screenshot-2024-07-29-at-10.56.22-AM.png\" alt=\"\" class=\"wp-image-3146 size-full\" srcset=\"https:\/\/scholarblogs.emory.edu\/neuromechanicslab\/files\/2024\/07\/Screenshot-2024-07-29-at-10.56.22-AM.png 1200w, https:\/\/scholarblogs.emory.edu\/neuromechanicslab\/files\/2024\/07\/Screenshot-2024-07-29-at-10.56.22-AM-768x307.png 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<p class=\"wp-block-paragraph\">&#8220;History-dependent muscle resistance to stretch remains high after small, posturally relevant pre-movements&#8221; by Horslen et al 2023<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/osf.io\/3jy62\/\">Data and Code<\/a><\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h5 class=\"wp-block-heading\"><strong><strong>Biophysical <\/strong>muscle spindle model predicting muscle spindle responses to stretch<\/strong><\/h5>\n\n\n\n<div class=\"wp-block-media-text has-media-on-the-right is-stacked-on-mobile is-vertically-aligned-center\" style=\"grid-template-columns:auto 58%\"><div class=\"wp-block-media-text__content\">\n<p class=\"wp-block-paragraph\">&#8220;History-dependent muscle resistance to stretch remains high after small, posturally relevant pre-movements&#8221; by Horslen et al 2023<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/datadryad.org\/stash\/dataset\/doi:10.5061\/dryad.vdncjsxsw\">Data<\/a> and <a href=\"https:\/\/github.com\/Neuromechanics-Lab\/Muscle-spindle-blumKP\">Code<\/a><\/p>\n<\/div><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"527\" height=\"414\" src=\"http:\/\/scholarblogs.emory.edu\/neuromechanicslab\/files\/2025\/11\/Screenshot-2025-11-12-135604.png\" alt=\"\" class=\"wp-image-3790 size-full\" \/><\/figure><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h5 class=\"wp-block-heading\"><strong>Pendulum Test Model of Spasticity in Cerebral Palsy<\/strong><\/h5>\n\n\n\n<div class=\"wp-block-media-text has-media-on-the-right is-stacked-on-mobile is-vertically-aligned-center\" style=\"grid-template-columns:auto 67%\"><div class=\"wp-block-media-text__content\">\n<p class=\"wp-block-paragraph\">&#8220;Movement History Influences Pendulum Test Kinematics in Children With Spastic Cerebral Palsy&#8221; by Degroote et al 2018<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/simtk.org\/projects\/pendulumtest\">Data and Code<\/a><\/p>\n<\/div><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"454\" src=\"https:\/\/scholarblogs.emory.edu\/neuromechanicslab\/files\/2024\/07\/Screenshot-2024-07-26-at-1.19.34-PM.png\" alt=\"\" class=\"wp-image-3006 size-full\" srcset=\"https:\/\/scholarblogs.emory.edu\/neuromechanicslab\/files\/2024\/07\/Screenshot-2024-07-26-at-1.19.34-PM.png 1200w, https:\/\/scholarblogs.emory.edu\/neuromechanicslab\/files\/2024\/07\/Screenshot-2024-07-26-at-1.19.34-PM-768x291.png 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/figure><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h5 class=\"wp-block-heading\"><strong>Muscle spindle firing in response to muscle force and yank<\/strong><\/h5>\n\n\n\n<div class=\"wp-block-media-text is-stacked-on-mobile is-vertically-aligned-center\" style=\"grid-template-columns:74% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"584\" src=\"https:\/\/scholarblogs.emory.edu\/neuromechanicslab\/files\/2024\/07\/Screenshot-2024-07-26-at-12.53.46-PM.png\" alt=\"\" class=\"wp-image-2996 size-full\" srcset=\"https:\/\/scholarblogs.emory.edu\/neuromechanicslab\/files\/2024\/07\/Screenshot-2024-07-26-at-12.53.46-PM.png 1200w, https:\/\/scholarblogs.emory.edu\/neuromechanicslab\/files\/2024\/07\/Screenshot-2024-07-26-at-12.53.46-PM-768x374.png 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<p class=\"wp-block-paragraph\">&#8220;Force encoding in muscle spindles during stretch of passive muscle&#8221; by Blum et al 2017<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/datadryad.org\/stash\/dataset\/doi:10.5061\/dryad.pd40m\">Data<\/a> and <a href=\"https:\/\/github.com\/Neuromechanics-Lab\/Muscle-spindle-blumKP\">Code<\/a><\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Non-negative Matrix Factorization (NMF) for motor module analysis of muscle coordination &#8220;Muscle synergy analysis for posture and movement: methods and interpretation&#8221; by Ting and Chvatal, in Progress in Motor Control, Danion and Latash, eds., 2010 Code Wavelet-Based ANOVA for statistical comparison of time history data such as EMG &#8220;Statistically significant contrasts between EMG waveforms revealed [&hellip;]<\/p>\n","protected":false},"author":8815,"featured_media":0,"parent":80,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"disabled","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"disabled","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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