Literature DB >> 33880631

Methodology for Evaluation of WIAMan Injury Assessment Reference Curves Using Whole Body Match-Paired Data.

David R Barnes1, Kerry A Danelson2, Nitin M Moholkar3, Kathryn L Loftis4.   

Abstract

Development of the Warrior Injury Assessment Manikin (WIAMan) capability has included the creation of injury assessment reference curves (IARCs) specific to under-body blast (UBB) loading mechanisms and injuries. The WIAMan IARCs were created from high-rate vertical loading tests of component post-mortem human surrogates (PMHS) and analogous components of the WIAMan anthropomorphic test device (ATD). Validation of the WIAMan IARCs is required prior to the WIAMan ATD being utilized for injury assessment in live-fire vehicle test events. A portion of the validation process involves evaluating the ability of the IARCs to predict injury at the system level (whole body). This study evaluates a methodology to assess the performance of the WIAMan IARCs using match-paired tests of whole body PMHS and the WIAMan ATD. The methodology includes a qualitative analysis designed to identify false-positive and false-negative ATD predictions, as well as a quantitative analysis that utilizes area under the receiver-operating characteristic curve (AROC) and Brier score indices to grade IARC performance. Three WIAMan IARCs were used to exemplify the proposed methodology and results are provided. Attributes of the false-prediction, AROC, and Brier score portions of the methodology are presented, with results indicating the new methodology is thorough and robust in evaluation of IARCs.
© 2021. Biomedical Engineering Society.

Entities:  

Keywords:  AROC; ATD validation; Area under receiver-operating characteristic curve; Brier score; IARC; Injury assessment; Injury risk curve; Under-body blast; WIAMan

Mesh:

Year:  2021        PMID: 33880631     DOI: 10.1007/s10439-021-02770-7

Source DB:  PubMed          Journal:  Ann Biomed Eng        ISSN: 0090-6964            Impact factor:   3.934


  5 in total

1.  Thoracic Injury Risk as a Function of Crash Severity - Car-to-car Side Impact Tests with WorldSID Compared to Real-life Crashes.

Authors:  Cecilia Sunnevång; Erik Rosén; Ola Boström; Ulf Lechelt
Journal:  Ann Adv Automot Med       Date:  2010

Review 2.  Receiver Operating Characteristic (ROC) Curve Analysis for Medical Diagnostic Test Evaluation.

Authors:  Karimollah Hajian-Tilaki
Journal:  Caspian J Intern Med       Date:  2013

3.  Evidence Based Emergency Medicine; Part 5 Receiver Operating Curve and Area under the Curve.

Authors:  Saeed Safari; Alireza Baratloo; Mohamed Elfil; Ahmed Negida
Journal:  Emerg (Tehran)       Date:  2016

Review 4.  Evaluation of the field relevance of several injury risk functions.

Authors:  Priya Prasad; Harold J Mertz; Danius J Dalmotas; Jeffrey S Augenstein; Kennerly Diggs
Journal:  Stapp Car Crash J       Date:  2010-11

5.  Analysis of the Frequency and Mechanism of Injury to Warfighters in the Under-body Blast Environment.

Authors:  Kerry Danelson; Laura Watkins; Jonathan Hendricks; Patricia Frounfelker; Karen Pizzolato-Heine; Ray Valentine; Kathryn Loftis
Journal:  Stapp Car Crash J       Date:  2018-11
  5 in total

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