Publications

The following manuscripts have been published or are currently in press. Listings are in chronological order, unless otherwise noted.

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Scientific Reports | Invalid Date NaN

Utilizing Machine Learning To Predict Participant Response To Follow-Up Health Surveys in the Millennium Cohort Study

Barkho W, Carnes NC, Kolaja CA, Tu XM, Boparai SK, Castañeda SF, Sheppard BD, Walstrom JL, Belding JN, Rull RP

Using various machine learning algorithms, patterns in response to prior surveys among Millennium Cohort Study participants improved the ability to predict future response to a follow-up survey.

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Armed Forces & Society | Invalid Date NaN

Risk Factors for Homelessness Among Post-9/11 Era Veterans

Metraux S, Kolaja CA, Crone B, Byrne T, Rull RP, Porter B

Between 2001 and 2016, approximately 2% of 49,323 post-9/11 era Veterans experienced homelessness after military separation. Notable risk factors for homelessness in this population included identifying as non-Hispanic Black, identifying as gay, lesbian, or bisexual, not having a college degree, enlisted pay grade, or receiving a general or other than honorable discharge status.

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Annals of Epidemiology | Invalid Date NaN

All-Cause Mortality Among United States Military Personnel: Findings From the Millennium Cohort Study

Carey FR, Harbertson J, Sharifian N, Boyko EJ, Rull RP

Previous history of deployment, female sex, and Hispanic ethnicity were protective for mortality, while combat exposure, enlisted rank, being in the Army, and health factors (e.g., stressful life events, smoking, alcohol use) were risk factors for mortality among OEF/OIF/OND service members and veterans over a 20 year period.

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Journal of Head Trauma Rehabilitation | Invalid Date NaN

Risk of Traumatic Brain Injury in Deployment and Nondeployment Settings Among Members of the Millennium Cohort Study

Jannace KC, Pompeii L, de Porras DGR, Perkison WB, Yamal JM, Trone DW, Rull RP

The risk of traumatic brain injury (TBI) was higher among service members in deployment settings compared to those in nondeployment settings. Risk reduction strategies and education are needed to reduce the occurrence of TBI based on deployment status and history.

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The Lancet Regional Health Americas | Invalid Date NaN

Prospective Comparison of Risk Factors for Firearm Suicide and Non-Firearm Suicide in a Large Population-Based Cohort of Current and Former US Service Members: Findings from the Millennium Cohort Study

LeardMann CA, Sharifian N, Warner S, Boyko EJ, Boparai SK, Powell TM, Rull RP, Reger MA, Hoge CW, for the Millennium Cohort Study Team

In this prospective study of over 200,000 US current and former service members, risk factors were similar between firearm and non-firearm suicides. Suicide prevention and intervention strategies may benefit those at risk and may not need to be differentiated by specific demographic, military, or health factors.

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Journal of Sleep Research | Invalid Date NaN

Sleep Health Among US Navy Afloat Versus Ashore Personnel in the Millennium Cohort Study

Jacobson IG, Harbertson J, Sharifian N, Rull RP, Steele CT, Russell DW

Among 4,953 active-duty naval personnel who completed the 2014-2016 Millennium Cohort survey, sleep metrics (e.g., fatigue, short sleep duration) and sleep-related health outcomes (e.g., PTSD, depression) were similar between sailors with recent sea and shore duty, while sailors with recent shore duty had poorer physical health (e.g., type 2 diabetes, bodily pain) compared with those with recent sea duty.

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Journal of Neurotrauma | Invalid Date NaN

Lifetime Traumatic Brain Injury and Risk of Post-Concussive Symptoms in the Millennium Cohort Study

Jannace K, Pompeii L, Gimeno Ruiz de Porras D, Perkison WB, Yamal JM, Trone DW, Rull RP

TBI was associated with greater risk of post-concussive symptoms (e.g., fatigue, poor concentration, memory loss) among active-duty service members with risk being greater as number of lifetime TBIs increased.

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Journal of Traumatic Stress | Invalid Date NaN

Posttraumatic Stress Disorder, Veterans Health Administration Use, and Care-Seeking Among Recent-Era U.S. Veterans

Porter B, Dozier ME, Seelig A, Zhu Y, Patoilo M, Boyko EJ, Rull RP

Veterans with probable PTSD were more likely to use Veterans Health Administration (VHA) services than veterans without probable PTSD. Among these veterans with probable PTSD, those with recent VHA use were more likely to have reported seeking care for PTSD compared to those who did not use VHA services in the past year.

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JAMA Network Open | Invalid Date NaN

Three-Item Dimensions of Anger Reactions Scale

Forbes D, LeardMann CA, Lawrence-Wood E, Villalobos J, Madden K, Gutierrez IA, Cowlishaw S, Baur J, Adler AB

Given the prevalence of problematic anger and its association with adverse outcomes, it is vital to develop a very brief measure that can be easily included in research and clinical contexts. Using data from two large military samples with current and former service members in Australia and the US, this study reported on a newly developed 3-item Dimensions of Anger Reactions (DAR-3) scale. The DAR-3 assesses anger intensity, frequency, and duration. Results were consistent across the samples in terms of the scales reliability, validity, and cut-off score. The DAR-3 has practical utility for military and veteran populations.

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American Journal of Epidemiology | Invalid Date NaN

Racial, Ethnic, and Sex Disparities in Mental Health Among U.S. Service Members and Veterans: Findings from the Millennium Cohort Study

Sharifian N, Kolaja CA, LeardMann CA, Castañeda SF, Carey FR, Seay JS, Carlton KN, Rull RP, Millennium Cohort Study Team

Racial, ethnic, and sex disparities in mental health among service members and veterans persist, even after accounting for sociodemographic, military, health-related and social support factors. Despite increased availability to care among military populations, culturally relevant and targeted outreach are still needed to address these disparities.

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Journal of Interpersonal Violence | Invalid Date NaN

Individual and Military Factors That Modify the Association Between Recent Sexual Trauma and Health Outcomes Among U.S. Service Members and Veterans

Seelig AD, Rivera AC, LeardMann CA, Daniel SM, Jacobson IG, Stander VA, Moore BL, Millard DC, Boyko EJ; Millennium Cohort Team

Experiencing recent sexual trauma was associated with PTSD, depression, and multiple somatic symptoms (e.g. physical complaints, bodily distress). These associations remained relatively stable across demographic and military factors but varied in the presence of protective (e.g., social support) and risk factors (e.g., childhood trauma). These findings underscore the complex interplay of trauma and resilience in understanding adverse health outcomes.

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BMC Medical Research Methodology | Invalid Date NaN

Survey response over 15 years of follow-up in the Millennium Cohort Study

Kolaja CA, Belding JN, Boparai SK, Castañeda SF, Geronimo-Hara TR, Powell TM, Tu XM, Walstrom JL, Sheppard BD, Rull RP; Millennium Cohort Study Team

Across a 3-15 year follow-up period, the average response rate among almost 198,833 Millennium Cohort Study participants was 60%. Factors associated with follow-up survey response over time included increased educational attainment, married status, female sex, older age, military deployment, greater life stress, and poorer mental/physical health status.

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International Journal of Epidemiology | Invalid Date NaN

Cohort Profile Update: The US Millennium Cohort Study - evaluating the impact of military experiences on service members and veteran health

Castañeda SF, Belding JN, Kolaja CA, LeardMann CA, Jacobson IG, Rivera AC, Carey FR, Boparai S, Walstrom JL, Sheppard BD, Boyko EJ, Ryan MAK, Rull RP

This paper provides an update to the original cohort profile paper published a decade ago. The Study includes 260,228 military personnel enrolled across 5 panels between 2001 and 2021 (baseline age range: 25-35 years), where participants are surveyed every 3-5 years through 2068. Longitudinal survey data are linked to administrative and medical data from DoD, VA, and external sources. The breadth of research topics has expanded over the past decade with the continued aim of contributing to policies and programs that improve service member and Veteran health and wellbeing.

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Frontiers in Neurology | Invalid Date NaN

Single and repeated high-level blast, low-level blast, and new-onset self-reported health conditions in the U.S. Millennium Cohort Study: An exploratory investigation

Belding JN, Kolaja CA, Rull RP, Trone DW for the Millennium Cohort Study Team

This study examined whether single and repeated high-level blast exposure (e.g., from incoming munitions) and low-level blast exposure (e.g., from outgoing munitions) were associated with 45 different self-reported diagnoses of illness and injury. Outcomes examined included PTSD, depression, hearing loss, tinnitus, chronic fatigue syndrome, and migraines. Findings suggest that blast exposure elevated risks for more than 20 different diagnoses and that repeated exposure was associated with worse outcomes.

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Field Methods | Invalid Date NaN

Pre-incentive Efficacy in Survey Response Rates in a Large Prospective Military Cohort

Powell TM, Geronimo-Hara TR, Tobin LE, Donoho CJ, Sheppard BD, Walstrom JL, Rull RP, Faix DJ

U.S. military and veteran populations are challenging to retain in longitudinal studies as they span the globe, frequently move, and are heavily surveyed. This study tested the effectiveness of multiple pre-incentives ($2 bill, $5 gift card, magnet, and Apple iPad lottery entry) on increasing the response rate to the 2014 survey of the Millennium Cohort Study. Findings suggest that providing participants a monetary pre-incentive was an effective way to increase response rates and participant retention as well as re-engage participants who did not respond to a previous follow-up survey.

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Journal of Affective Disorders | Invalid Date NaN

Identifying at-risk marines: A person-centered approach to adverse childhood experiences, mental health, and social support

Reed-Fitzke K, LeardMann CA, Wojciak AS, Ferraro AJ, Hamilton A, Duncan JM, Rull RP

In a sample of male Marines (n=3,881), five subgroups based on adverse childhood experiences were identified. One in five Marines reported moderate to elevated levels of childhood adversity. A history of varying types of childhood adversity characterized by parental absence was associated with greater PTSD and depression symptomology and lower levels of social support. When attempting to identify Marines most at-risk for mental health concerns, the identification of specific patterns of childhood adversity, particularly regarding parental absence, may be more valuable.

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Sleep | Invalid Date NaN

Contribution of Post-Trauma Insomnia to Depression and Posttraumatic Stress Disorder in Women Service Members: Findings from the Millennium Cohort Study

Carlson GC, Sharifian N, Jacobson IG, LeardMann CA, Rull RP, Martin JL

Post-trauma insomnia contributed to the development of depression and PTSD among women service members and veterans; screening for insomnia may help mitigate the development of posttraumatic mental health conditions.

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Cancer Epidemiology, Biomarkers & Prevention | Invalid Date NaN

Risk and Protective Factors for Cancer Mortality Among United States Service Members and Veterans (2001-2018)

Sharifian N, Carey FR, Seay JS, Castaneda SF, Boyko EJ, Rull RP

This longitudinal study used data from the Millennium Cohort Study (2001-2018) to examine risk and protective factors for cancer mortality among service members and veterans. Compared with those who deployed without combat experiences, non-deployers were more likely to die from cancer, consistent with the healthy deployer effect.

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Sleep Health | Invalid Date NaN

The bi-directional relationship between post-traumatic stress disorder and obstructive sleep apnea and/or insomnia in a large U.S. military cohort

Chinoy ED, Carey FR, Kolaja CA, Jacobson IG, Cooper AD, Markwald RR

Study findings indicate a bi-directional relationship between the development of sleep disorders and PTSD. Military-related factors associated with new onset PTSD or sleep disorders, such as combat deployment, recent military separation, and rank, should be considered in prevention efforts for sleep disorders and PTSD.

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American Journal of Preventive Medicine | Invalid Date NaN

Health Disparities Among Lesbian, Gay, and Bisexual Service Members and Veterans

Carey FR, LeardMann CA, Lehavot K, Jacobson IG, Kolaja CA, Stander VA, Rull RP, Millennium Cohort Study Team

This study examined whether differences in mental, physical, and behavioral health exist by sexual orientation among active duty and Reserve/National Guard service members and veterans (N=96,930). Lesbian, gay, and bisexual (LGB) individuals (3.6% of the sample) were more likely to screen positive for post-traumatic stress disorder, depression, anxiety, binge eating, problematic anger, multiple somatic symptoms, and insomnia than heterosexual individuals. LGB women reported more adverse health outcomes (overweight and obesity, smoking, problem/risky drinking) than heterosexual women. Gay and bisexual men reported some adverse health outcomes (e.g., smoking and problem drinking) but better physical health (e.g., less overweight/obesity) than heterosexual men. These results suggest that LGB service members experience health disparities, despite many having equal eligibility for health care, highlighting the need for improved equity initiatives that promote cultural responsiveness, acceptance, and approaches to support the healthcare needs of LGB military members.

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