Determination of most important predictor of Vertical Ground Reaction Force (VGRF) and threshold value of fracture among young adults

Background: Lower-limb stress fracture is one of the most common type of injuries among soldiers worldwide. Understanding the kinetics and physiological responses of military footwear has immense importance increasing mobility, performance/combat readiness and decreasing risk of footwear related inj...

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Main Authors: Suranjana Sen, Tammanna R Sahrawat, Shashi Bala Singh, Bhuvnesh Kumar, Madhusudan Pal
Format: Article
Language:English
Published: Al Ameen Medical College 2020-07-01
Series:Al Ameen Journal of Medical Sciences
Subjects:
ann
Online Access:http://ajms.alameenmedical.org/ArticlePDFs/5%20AJMS%20V13.N3.2020%20p%20162-171.pdf
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spelling doaj-1296e9b2db6847d987c1e94d70901dbb2020-11-25T03:35:32ZengAl Ameen Medical CollegeAl Ameen Journal of Medical Sciences0974-11430974-11432020-07-011303162171Determination of most important predictor of Vertical Ground Reaction Force (VGRF) and threshold value of fracture among young adultsSuranjana Sen0Tammanna R Sahrawat1Shashi Bala Singh2Bhuvnesh Kumar3Madhusudan Pal4Department of Ergonomics, Defence Institute of Physiology and Allied Sciences, Lucknow Road, Delhi-110054, IndiaCentre for Systems Biology and Bioinformatics, (U.I.E.A.S.T.), Panjab University, Sector 14, Chandigarh (Union Territory) IndiaDepartment of Pharmaceuticals, NIPER, Balanagar, Hyderabad-500 037, Telangana, IndiaDepartment of Ergonomics, Defence Institute of Physiology and Allied Sciences, Lucknow Road, Delhi-110054, IndiaDepartment of Ergonomics, Defence Institute of Physiology and Allied Sciences, Lucknow Road, Delhi-110054, IndiaBackground: Lower-limb stress fracture is one of the most common type of injuries among soldiers worldwide. Understanding the kinetics and physiological responses of military footwear has immense importance increasing mobility, performance/combat readiness and decreasing risk of footwear related injuries. Objectives: In the present study key factor of fractures and limiting value of fractures wearing combat boots of different weight [heavy weight (HW) and light weight (LW)] was investigated using bioinformatics approaches. Method: Twenty (n=20) Indian Infantry Soldiers with mean ± SD age, height and weight of 35 (±6.0)years, 181.3(±5.1)cm, 82.5 (±5.2) kg, respectively, volunteered for the study. This study has used Artificial Neural Network (ANN) for entropy measurement to predict the relationship of input variables of stance phase of gait cycle (Heel strike, toe off, heel strike to toe off duration, braking force, propulsive force, appearance time of braking force and propulsive force) with the output variables [Coefficient of friction (CoF) & impulse]. Results: Based on the outcomes it appears a better and authentic explanation to consider duration of heel strike to toe off value of a complete gait cycle to evaluate Impulse as a measure of fractural injuries. Likewise appearance time of braking force can be used to evaluate Coefficient of frictional movements as a measure of fall and risk injuries. Conclusion: Limiting value of VGRF for fracture was found to be 792N. Risks of metatarsal fractures were found to be higher in HW boots as the VGRF value is closer to fracture value at same walking speed.http://ajms.alameenmedical.org/ArticlePDFs/5%20AJMS%20V13.N3.2020%20p%20162-171.pdfanndata miningfracturefootwearinjuriesvgrf
collection DOAJ
language English
format Article
sources DOAJ
author Suranjana Sen
Tammanna R Sahrawat
Shashi Bala Singh
Bhuvnesh Kumar
Madhusudan Pal
spellingShingle Suranjana Sen
Tammanna R Sahrawat
Shashi Bala Singh
Bhuvnesh Kumar
Madhusudan Pal
Determination of most important predictor of Vertical Ground Reaction Force (VGRF) and threshold value of fracture among young adults
Al Ameen Journal of Medical Sciences
ann
data mining
fracture
footwear
injuries
vgrf
author_facet Suranjana Sen
Tammanna R Sahrawat
Shashi Bala Singh
Bhuvnesh Kumar
Madhusudan Pal
author_sort Suranjana Sen
title Determination of most important predictor of Vertical Ground Reaction Force (VGRF) and threshold value of fracture among young adults
title_short Determination of most important predictor of Vertical Ground Reaction Force (VGRF) and threshold value of fracture among young adults
title_full Determination of most important predictor of Vertical Ground Reaction Force (VGRF) and threshold value of fracture among young adults
title_fullStr Determination of most important predictor of Vertical Ground Reaction Force (VGRF) and threshold value of fracture among young adults
title_full_unstemmed Determination of most important predictor of Vertical Ground Reaction Force (VGRF) and threshold value of fracture among young adults
title_sort determination of most important predictor of vertical ground reaction force (vgrf) and threshold value of fracture among young adults
publisher Al Ameen Medical College
series Al Ameen Journal of Medical Sciences
issn 0974-1143
0974-1143
publishDate 2020-07-01
description Background: Lower-limb stress fracture is one of the most common type of injuries among soldiers worldwide. Understanding the kinetics and physiological responses of military footwear has immense importance increasing mobility, performance/combat readiness and decreasing risk of footwear related injuries. Objectives: In the present study key factor of fractures and limiting value of fractures wearing combat boots of different weight [heavy weight (HW) and light weight (LW)] was investigated using bioinformatics approaches. Method: Twenty (n=20) Indian Infantry Soldiers with mean ± SD age, height and weight of 35 (±6.0)years, 181.3(±5.1)cm, 82.5 (±5.2) kg, respectively, volunteered for the study. This study has used Artificial Neural Network (ANN) for entropy measurement to predict the relationship of input variables of stance phase of gait cycle (Heel strike, toe off, heel strike to toe off duration, braking force, propulsive force, appearance time of braking force and propulsive force) with the output variables [Coefficient of friction (CoF) & impulse]. Results: Based on the outcomes it appears a better and authentic explanation to consider duration of heel strike to toe off value of a complete gait cycle to evaluate Impulse as a measure of fractural injuries. Likewise appearance time of braking force can be used to evaluate Coefficient of frictional movements as a measure of fall and risk injuries. Conclusion: Limiting value of VGRF for fracture was found to be 792N. Risks of metatarsal fractures were found to be higher in HW boots as the VGRF value is closer to fracture value at same walking speed.
topic ann
data mining
fracture
footwear
injuries
vgrf
url http://ajms.alameenmedical.org/ArticlePDFs/5%20AJMS%20V13.N3.2020%20p%20162-171.pdf
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