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INTRODUCTION: During the COVID-19 pandemic, a significant number of individuals experienced persistent symptoms, collectively termed post-COVID-19 condition (PCC) by the World Health Organization. While civilian prevalence has been extensively studied, little is known about PCC in military personnel. This article highlights the need for increased awareness, documentation, and research on PCC within the military context, utilizing the Defense Health Agency database. MATERIALS AND METHODS: A keyword search of the PubMed, CINAHL, and Web of Science databases was performed utilizing the keywords: military, post-COVID conditions, long COVID-19, and post-COVID19 syndrome. A five-stage integrative review framework was used to analyze 40 reports and research articles published from 2019 to 2023 to assess the current state of PCC research, including epidemiology, severe acute respiratory syndrome coronavirus 2 variants, pathophysiology, and prevalence in military personnel. RESULTS: Our review revealed a notable gap in research on PCC within the military population, with only a few mentions in the literature. A key finding was the association between immunization status, symptom severity, and ethnicity in PCC development. CONCLUSION: To comprehensively address PCC in military personnel, it is imperative to foster both awareness and documentation. Creating a centralized Defense Health Agency-DoD repository for active duty service members with PCC diagnoses offers a valuable opportunity to conduct trend analysis, identify missed cases, and better understand the individual and military readiness implications of this condition. Additionally, to address the educational needs of clinicians, it is essential to develop continuing medical education and continuing nursing education programs focusing on PCC signs, symptoms, and their impact on readiness. Furthermore, randomized controlled trials and longitudinal experimental clinical trials are essential for monitoring service members over time, providing valuable insights into the course of PCC and potential interventions. These research endeavors collectively contribute to improving the health, readiness, and care of military personnel affected by PCC.
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COVID-19 , Militares , SARS-CoV-2 , Humanos , COVID-19/epidemiologia , Militares/estatística & dados numéricos , Síndrome de COVID-19 Pós-Aguda , Prevalência , PandemiasRESUMO
There is a paucity of evidence connecting health literacy, perceived wellness, self-reported fitness activity, or military readiness to wearable devices. Moreover, we do not currently know the prevalence and impact of health tracker device use in the active-duty Air Force population. This prospective cross-sectional survey assessed self-reported fitness activity, health-related quality of life, health literacy, and health behavior tracking practices and preferences among active-duty Air Force service members. Four hundred twenty-eight respondents completed an online survey, with 247 selecting tracking a health behavior and 181 selecting that they did not track a health behavior. Demographic characteristics of the sample showed no significant differences in age, sex distribution, or mode of service. We found that there were no significant differences in self-reported aerobic and strength training frequency, health literacy, or health-related quality of life. More than half of nontracking respondents either had not considered or had no interest in tracking health behaviors. Nearly three-quarters of tracking respondents tracked more than one health behavior. Further research could explore the extent to which these technologies improve fitness, health outcomes, and overall readiness in the military, involving longitudinal studies tracking fitness improvements and health outcomes among service members using wearable devices.
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Letramento em Saúde , Militares , Humanos , Estudos Transversais , Qualidade de Vida , Estudos Prospectivos , Comportamentos Relacionados com a SaúdeRESUMO
Importance: Suicide remains an ongoing concern in the US military. Statistical models have not been broadly disseminated for US Navy service members. Objective: To externally validate and update a statistical suicide risk model initially developed in a civilian setting with an emphasis on primary care. Design, Setting, and Participants: This retrospective cohort study used data collected from 2007 through 2017 among active-duty US Navy service members. The external civilian model was applied to every visit at Naval Medical Center Portsmouth (NMCP), its NMCP Naval Branch Health Clinics (NBHCs), and TRICARE Prime Clinics (TPCs) that fall within the NMCP area. The model was retrained and recalibrated using visits to NBHCs and TPCs and updated using Department of Defense (DoD)-specific billing codes and demographic characteristics, including expanded race and ethnicity categories. Domain and temporal analyses were performed with bootstrap validation. Data analysis was performed from September 2020 to December 2022. Exposure: Visit to US NMCP. Main Outcomes and Measures: Recorded suicidal behavior on the day of or within 30 days of a visit. Performance was assessed using area under the receiver operating curve (AUROC), area under the precision recall curve (AUPRC), Brier score, and Spiegelhalter z-test statistic. Results: Of the 260â¯583 service members, 6529 (2.5%) had a recorded suicidal behavior, 206â¯412 (79.2%) were male; 104â¯835 (40.2%) were aged 20 to 24 years; and 9458 (3.6%) were Asian, 56â¯715 (21.8%) were Black or African American, and 158â¯277 (60.7%) were White. Applying the civilian-trained model resulted in an AUROC of 0.77 (95% CI, 0.74-0.79) and an AUPRC of 0.004 (95% CI, 0.003-0.005) at NBHCs with poor calibration (Spiegelhalter P < .001). Retraining the algorithm improved AUROC to 0.92 (95% CI, 0.91-0.93) and AUPRC to 0.66 (95% CI, 0.63-0.68). Number needed to screen in the top risk tiers was 366 for the external model and 200 for the retrained model; the lower number indicates better performance. Domain validation showed AUROC of 0.90 (95% CI, 0.90-0.91) and AUPRC of 0.01 (95% CI, 0.01-0.01), and temporal validation showed AUROC of 0.75 (95% CI, 0.72-0.78) and AUPRC of 0.003 (95% CI, 0.003-0.005). Conclusions and Relevance: In this cohort study of active-duty Navy service members, a civilian suicide attempt risk model was externally validated. Retraining and updating with DoD-specific variables improved performance. Domain and temporal validation results were similar to external validation, suggesting that implementing an external model in US Navy primary care clinics may bypass the need for costly internal development and expedite the automation of suicide prevention in these clinics.
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Modelos Estatísticos , Tentativa de Suicídio , Humanos , Masculino , Feminino , Estudos de Coortes , Estudos Retrospectivos , Atenção Primária à SaúdeRESUMO
Using healthy adult participants, seven measures of heart rate variability were obtained simultaneously from four devices in five behavioral conditions. Two devices were ECG-based and two utilized photoplethysmography. The 140 numerical values (measure, condition, device) are presented. The comparative operational reliability of the four devices was assessed, and it was found that the two ECG-base devices were more reliable than the photoplethysmographic devices. The interchangeability of devices was assessed by determining the between-device Limits of Agreement. Intraclass correlation coefficients were determined and used to calculate the standard error of measurement and the Minimal Detectable Difference. The Minimal Detectable Difference, MDD, quantifies the smallest statistically significant change in a measure and is therefore critical when HRV measures are used longitudinally to assess treatment response or disease progression.
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OBJECTIVE: More than 280,000 Active Duty Service Members (ADSMs) sustained a mild traumatic brain injury (mTBI) between 2000 and 2019 (Q3). Previous studies of veterans have shown higher utilization of outpatient health clinics by veterans diagnosed with mTBI. Additionally, veterans with mTBI and comorbid behavioral health (BH) conditions such as post-traumatic stress disorder, depression, and substance use disorders have significantly higher health care utilization than veterans diagnosed with mTBI alone. However, few studies of the relationship between mTBI, health care utilization, and BH conditions in the active duty military population currently exist. We examined the proportion of ADSMs with a BH diagnosis before and after a first documented mTBI and quantified outpatient utilization of the Military Health System in the year before and following injury. MATERIALS AND METHODS: Retrospective analysis of 4,901,840 outpatient encounters for 39,559 ADSMs with a first documented diagnosis of mTBI recorded in the Department of Defense electronic health record, subsets of who had a BH diagnosis. We examined median outpatient utilization 1 year before and 1 year after mTBI using Wilcoxon signed rank test, and the results are reported with an effect size r. Outpatient utilization is compared by BH subgroups. RESULTS: Approximately 60% of ADSMs experience a first mTBI with no associated BH condition, but 17% of men and women are newly diagnosed with a BH condition in the year following mTBI. ADSMs with a history of a BH condition before mTBI increased their median outpatient utilization from 23 to 35 visits for men and from 32 to 42 visits for women. In previously healthy ADSMs with a new BH condition following mTBI, men more than tripled median utilization from 7 to 24 outpatient visits, and women doubled utilization from 15 to 32 outpatient visits. CONCLUSIONS: Behavioral health comorbidities affect approximately one-third of ADSMs following a first mTBI, and approximately 17% of previously healthy active duty men and women will be diagnosed with a new BH condition in the year following a first mTBI. Post-mTBI outpatient health care utilization is highly dependent on the presence or absence of BH condition and is markedly higher is ADSMs with a BH diagnosis in the year after a first documented mTBI.