Military medicine
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Observational Study
Validation of a Machine Learning Model for Early Shock Detection.
The objectives of this study were to test in real time a Trauma Triage, Treatment, and Training Decision Support (4TDS) machine learning (ML) model of shock detection in a prospective silent trial, and to evaluate specificity, sensitivity, and other estimates of diagnostic performance compared to the gold standard of electronic medical records (EMRs) review. ⋯ We successfully validated an ML model to detect circulatory shock in a prospective observational study. The model used only vital signs and showed moderate performance compared to the gold standard of clinician EMR review when applied to an ICU patient cohort.
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Military personnel with a diagnosis of asthma report increased respiratory symptoms in the deployment and post-deployment periods. The long-term effect of deployment on pulmonary function in this population is unknown. This study sought to determine the effect of deployment on post-deployment pulmonary function in active duty military personnel with asthma. ⋯ There was no significant post-deployment change in spirometry in this military population with asthma deployed to southwest Asia. These findings suggest that deployment itself is not associated with any short-term deleterious effect on post-deployment spirometric measures of lung function in many military personnel with asthma.
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For over 30 years, the USNS Mercy hospital ship has provided surgical care on multiple humanitarian aid and disaster relief missions. During these missions, surgical support varies according to host nation needs, and the operative treatment of cancer patients remains controversial. We report the number of incidentally discovered surgical oncologic cases treated aboard the USNS Mercy on four missions and discuss challenges regarding oncologic care on these missions. ⋯ Despite current policies to screen out cancer patients on USNS Mercy missions, 9% of surgical biopsies were malignant. Cancer management during these missions presents a unique challenge because of limited resources for surgery, chemoradiotherapy, and follow-up care. Contingency plans must be considered to provide completion of care for these patients whose cancers are discovered incidentally. Furthermore, an understanding of host nation capabilities in relation to medical and surgical care is crucial to providing treatment in resource-limited areas.
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Observational Study
Prevalence of Musculoskeletal Injuries in New Zealand Army Recruits as Defined by Physical Therapy Service Presentations.
Army recruit injuries occurring during basic training can lead to high personal and organizational burdens potentially threatening deployment capability. Previous military surveillance describing recruit injury as defined by physical therapy presentations is limited to 1-year duration or includes only male infantry recruits or trained personnel. Research describing injury incidence and trends specific to New Zealand Army basic training recruits over a longer period will better inform future injury prevention programs. ⋯ Four years of injury surveillance using physical therapy presentations identified the lower limb, with the knee and below as the most commonly injured regions in New Zealand Army recruits. Injury prevention interventions for New Zealand Army recruits should aim to reduce lower limb injuries. Future research on injury surveillance would benefit from incorporating clear injury and severity definitions, established injury classification systems, and standardized incidence calculations.