Multi-Injury Casualty Stream Simulation in a Shipboard Combat Environment
MILITARY MEDICINE, 181, 1:70, 2016
Multi-Injury Casualty Stream Simulation in a Shipboard
Combat Environment
Edwin D’Souza, MS*; Vern Wing, MS*; James Zouris, MS*; Ross Vickers, PhD*;
Mary Lawnick, BSN†; Michael Galarneau, MS*
ABSTRACT Accurate forecasts of casualty streams are essential for estimating personnel and materiel requirements
for future naval combat engagements. The scarcity of recent naval combat data makes accurate forecasting difficult.
Furthermore, current forecasts are based on single injuries only, even though empirical evidence indicates most battle
casualties suffer multiple injuries. These anticipated single-injury casualty streams underestimate the needed medical
resources. This article describes a method of simulating realistic multi-injury casualty streams in a maritime environment
by combining available shipboard data with ground combat blast data. The simulations, based on the Military Combat
Injury Scale, are expected to provide a better tool for medical logistics planning.
INTRODUCTION
Medical logistics planners need accurate estimates of personnel
and materiel requirements for future naval combat engagements. These estimates must be based on realistic casualty
stream projections. These projections describe the casualty
case mix over time. Accurate casualty stream forecasting is
difficult because recent naval combat data are scarce (Naval
Health Research Center [NHRC], 2010, Report No. 10-56).
Most of the available data are from World War II (WWII).
Furthermore, current Department of Defense casualty stream
simulations generate casualties with single injuries only
(NHRC, 2010, Report No. 10-56; 2013, Report No. 13-06;
2013, Report No. 13-40; 2013, Report No. 13-60).1,2 This
approach will only be accurate if injured personnel present with
one major complaint and all other injuries require minimal care.
Unfortunately, empirical data show most casualties suffer
multiple injuries or polytrauma. Casualties with multiple
injuries impose a different medical load than those with single
injuries, so the inability to generate multi-injury casualty
streams underestimates the needed medical resources. The
estimation problem is compounded by the inability to simulate
the severity of the casualties’ injuries. Injury severity can vary
from minor to life threatening, and the medical treatment
will vary as a function of that severity rating.
Recently, the Military Combat Injury Scale3 (MCIS) coding
taxonomy was developed by a panel of civilian and tri-service
military experts. Because of the inability to code many militarygrade injuries using civilian low-velocity, blunt-trauma-based
injury taxonomies, MCIS was developed to provide a more
accurate and reliable method of coding combat-specific injuries. In addition to providing a description of the specific
*Medical Modeling, Simulation, and Mission Support Department,
Naval Health Research Center, 140 Sylvester Road, San Diego, CA 92106.
†SimQuest Solutions, Inc., 954 Melvin Road, Annapolis, MD 21403.
The views expressed in this article are those of the authors and do not
reflect the official policy or position of the Department of the Navy,
Department of Defense, or the U.S. Government.
doi: 10.7205/MILMED-D-15-00002
70
injury, the MCIS code provides injury severity rated on a
scale of 1 to 5 and specifies the affected body region.
This article describes an MCIS-based method of simulating
realistic multi-injury casualty streams in a maritime environment by combining available shipboard data with blast data
accumulated from ground engagements in Operation Enduring Freedom (OEF) and Operation Iraqi Freedom (OIF).
METHODS
Data Sources
Data from WWII captured 12,067 injuries for 513 incidents
in which U.S. Navy warships were sunk or damaged.4
Although ship and weapon design have changed markedly
since that era, the effects of explosive events in closed
spaces on humans has changed very little (NHRC, 2010,
Report No. 10-56).5,6 WWII data are principally limited to
categories of injury (e.g., burns, fractures, amputations) vice
specific diagnostic codes. This work seeks to bridge the category-code divide by retaining the afloat injury distributions
across categories and combining available shipboard data
with more recent ground combat blast data. The combination
yields discrete probability distributions that generate more
descriptive and predictive casualty streams.
The polytrauma profiles needed to estimate the frequency
of specific injuries within the general categories are based
on medical encounter records from the NHRC Expeditionary
Medical Encounter Database (EMED).7 The EMED is a triservice database that includes data for all injuries sustained
during OEF and OIF combat operations for the time 2003
through today. Because the database is comprehensive and
includes mechanism of injury and injury severity among its
variables, we used it to select the MCIS-coded, blast injury
cases used in this article.
AIREX and UNDEX Trauma Category Distributions
Using WWII shipboard data, NHRC has compiled two
MCIS-based discrete probability distributions for injury by
MILITARY MEDICINE, Vol. 181, January 2016
Casualty Stream Simulation in a Shipboard Combat Environment
TABLE I.
AIREX and UNDEX Distribution of Trauma Categories
in World War II Shipboard Data
Trauma Category
AIREX(%)
UNDEX(%)
a
3.00
1.34
25.30
2.85
7.06
6.70
4.96
2.00
44.88
1.91
100.00
3.00
3.50
15.09
9.29
16.28
11.52
12.08
2.00
20.49
6.75
100.00
Amputations
Asphyxiations
Burns
Concussions/Internal Organs
Contusions/Abrasions
Fractures
Miscellaneous
Nonfatal Immersions
Penetrating Wounds
Sprains/Strains/Dislocations
Total
AIREX, attacks above the waterline; UNDEX, attacks at or below the
waterline. aAmputations and nonfatal immersions are subject matter expertadjusted values.
trauma category. These distributions are called AIREX (for
ship/weapon interactions where the weapon interaction is
above the waterline) and UNDEX (for underwater explosions
where the weapon interaction is at or below the waterline).
AIREX includes attacks from missiles, bombs, and gunfire,
whereas UNDEX includes attacks from torpedoes, mines, and
vessel-borne improvised explosive devices (NHRC, 2013,
Report No. 13-60). Table I shows these distributions. The
ship survivability community commonly refers to attacks that
occur at the waterline as SURFEX. Because blast events at
the waterline (SURFEX) could not be pulled out of the data
as their own entity, SURFEX attacks are treated as UNDEX
attacks for the purpose of this study.
The AIREX and UNDEX trauma category distributions
specify the probability of occurrence of the following
10 trauma categories among shipboard casualties: amputations,
asphyxiations, burns, concussions/internal organs, contusions/
abrasions, fractures, nonfatal immersions (near drowning),
penetrating wounds, sprains/strains/dislocations, and miscellaneous. The amputations and nonfatal immersions category
proportions were adjusted upward by subject matter expe (...truncated)