Affiliation:
1. Department of Medicine, Division of Primary Care and Population Health, Stanford University School of Medicine, 450 Jane Stanford Way, Bldg 20, Stanford, CA 94305-2160
2. Warrior Transition Brigade, 9045 Beale Road, Bethesda, MD, 20889-5634
Abstract
Abstract
Introduction
Occupational disability among military service members is an important target for preventive screening. The specific aim of this study was to quantify disability risk levels among soldiers with selected risk factors (body mass index extremes, poor or absent physical fitness scores, and tobacco and opioid use) and combinations thereof, suggesting priorities for preventive actions.
Materials and Methods
This was a retrospective cohort study of 607,006 active-duty soldiers who served in the U.S. Army during 2011–2014. Official medical and administrative data were combined to produce a person-month-based panel dataset with identifiers removed. The subjects were observed longitudinally for incident disability (termed medical nonreadiness) during 1,305,618 person-years at risk. We employed Weibull parametric survival regression models to determine the adjusted medical nonreadiness hazard for selected variables. We then computed individual adjusted risk scores and the population proportions affected by risk factors and combinations thereof in postregression analyses. The project was approved by the Stanford University’s Institutional Review Board and underwent secondary review by the Human Research Protections Office of the Defense Health Agency.
Results
During the observed time, 81,571 (13.4%) of subjects were found medically not ready. High or low body mass index, low or missing physical fitness test scores, tobacco use, and the highest levels of opioid use were each associated with increased adjusted hazards of medical nonreadiness. The hazards increased substantially when multiple risk factors were present, albeit while affecting reduced population proportions.
Conclusions
We identified marked disability hazard increases, especially in association with opioid use and high body mass index. These factors, in addition to tobacco use and low physical fitness, are potential early prevention targets for clinicians who screen military service members.
Funder
Uniformed Services University
Publisher
Oxford University Press (OUP)
Subject
Public Health, Environmental and Occupational Health,General Medicine
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