23 results on '"Kolaja, Claire A."'
Search Results
2. The bi-directional relationship between post-traumatic stress disorder and obstructive sleep apnea and/or insomnia in a large U.S. military cohort
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Chinoy, Evan D., Carey, Felicia R., Kolaja, Claire A., Jacobson, Isabel G., Cooper, Adam D., and Markwald, Rachel R.
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- 2022
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3. Military service experiences and reasons for service separation among lesbian, gay, and bisexual individuals in a large military cohort
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Carey, Felicia R., Jacobson, Isabel G., Lehavot, Keren, LeardMann, Cynthia A., Kolaja, Claire A., Stander, Valerie A., and Rull, Rudolph P.
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- 2022
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4. The Millennium Cohort Study: The first 20 years of research dedicated to understanding the long-term health of US Service Members and Veterans
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Belding, Jennifer N., Castañeda, Sheila F., Jacobson, Isabel G., LeardMann, Cynthia A., Porter, Ben, Powell, Teresa M., Kolaja, Claire A., Seelig, Amber D., Matsuno, Rayna K., Carey, Felicia R., Rivera, Anna C., Trone, Daniel W., Sheppard, Beverly D., Walstrom, Jennifer L., Boyko, Edward J., and Rull, Rudolph P.
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- 2022
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5. Prevalence and predictors of insomnia and sleep medication use in a large tri-service US military sample
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Markwald, Rachel R., Carey, Felicia R., Kolaja, Claire A., Jacobson, Isabel G., Cooper, Adam D., and Chinoy, Evan D.
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- 2021
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6. Racial, Ethnic, and Sex Disparities in Mental Health Among US Service Members and Veterans: Findings From the Millennium Cohort Study.
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Sharifian, Neika, Kolaja, Claire A, LeardMann, Cynthia A, Castañeda, Sheila F, Carey, Felicia R, Seay, Julia S, Carlton, Keyia N, Rull, Rudolph P, and Team, for the Millennium Cohort Study
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COMPETENCY assessment (Law) , *MENTAL depression risk factors , *NATIVE Americans , *SOCIAL support , *ALASKA Natives , *HISPANIC Americans , *RACE , *POST-traumatic stress disorder , *SEX distribution , *INTERSECTIONALITY , *PACIFIC Islanders , *DESCRIPTIVE statistics , *RESEARCH funding , *VETERANS , *HEALTH equity , *LOGISTIC regression analysis , *ANXIETY , *ANGER , *SOCIODEMOGRAPHIC factors , *MILITARY personnel , *SECONDARY analysis - Abstract
Although disparities in mental health occur within racially, ethnically, and sex-diverse civilian populations, it is unclear whether these disparities persist within US military populations. Using cross-sectional data from the Millennium Cohort Study (2014–2016; n = 103,184; 70.3% male; 75.7% non-Hispanic White), a series of logistic regression analyses were conducted to examine whether racial, ethnic, and/or sex disparities were found in mental health outcomes (posttraumatic stress disorder (PTSD), depression, anxiety, and problematic anger), hierarchically adjusting for sociodemographic, military, health-related, and social support factors. Compared with non-Hispanic White individuals, those who identified as American Indian/Alaska Native, non-Hispanic Black, Hispanic/Latino, or multiracial showed greater risk of PTSD, depression, anxiety, and problematic anger in unadjusted models. Racial and ethnic disparities in mental health were partially explained by health-related and social support factors. Women showed greater risk of depression and anxiety and lower risk of PTSD than men. Evidence of intersectionality emerged for problematic anger among Hispanic/Latino and Asian or Pacific Islander women. Overall, racial, ethnic, and sex disparities in mental health persisted among service members and veterans. Future research and interventions are recommended to reduce these disparities and improve the health and well-being of diverse service members and veterans. [ABSTRACT FROM AUTHOR]
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- 2024
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7. Hypertension in military veterans is associated with combat exposure and combat injury
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Howard, Jeffrey T., Stewart, Ian J., Kolaja, Claire A., Sosnov, Jonathan A., Rull, Rudolph P., Torres, Isaias, Janak, Jud C., Walker, Lauren E., Trone, Daniel W., and Armenta, Richard F.
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- 2020
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8. Cohort Profile Update: The US Millennium Cohort Study—evaluating the impact of military experiences on service members and veteran health.
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Castañeda, Sheila F, Belding, Jennifer N, Kolaja, Claire A, LeardMann, Cynthia A, Jacobson, Isabel G, Rivera, Anna C, Carey, Felicia R, Boparai, Satbir, Walstrom, Jennifer L, Sheppard, Beverly D, Boyko, Edward J, Ryan, Margaret A K, Rull, Rudolph P, and Team, the Millennium Cohort Study
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MILITARY personnel ,VETERANS' health ,COHORT analysis ,MENTAL health services ,ENVIRONMENTAL exposure ,CULTURAL pluralism ,CHILDREN of military personnel ,TORTURE ,WEIGHT gain - Abstract
Military service characteristics Service-related factors that have been consistently assessed over time include combat experiences, environmental exposures, deployments (e.g. locations and dates), military satisfaction and reasons for separating from the military. Cohort Profile Update: The US Millennium Cohort Study - evaluating the impact of military experiences on service members and veteran health The Study is unique in having a diverse cohort from all service branches and components and in collecting data on service members even after they separate from the military. Sociodemographic factors (e.g. sex, age, marital status, race and ethnicity) and military factors (e.g. pay grade, service branch, time in service, military occupation, service component and separation) are obtained from the DMDC. [Extracted from the article]
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- 2023
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9. 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.
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Belding, Jennifer N., Kolaja, Claire A., Rull, Rudolph P., and Trone, Daniel W.
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BLAST injuries ,RUNNING injuries ,PUBLIC health surveillance ,CHRONIC fatigue syndrome ,COHORT analysis ,MILITARY occupation ,HEARING disorders - Abstract
Introduction: Although previous research suggests that overpressure exposure from either high-level blast (HLB) or low-level blast (LLB) are harmful to health, to date no large-scale studies with representative samples of military personnel have utilized prospective designs and self-reported measures to examine the relationships between blast exposure and health conditions. To address these limitations, this analysis of data from the Millennium Cohort Study (MCS), the largest and longest running study of U.S. service members and veterans, examined (1) whether single or repeated HLB exposure is associated with self-reported diagnoses of illness and injury, (2) whether repeated HLB is associated with greater risk than single HLB, (3) potential adverse consequences of LLB exposure using military occupation as a proxy, and (4) the combined eects of single or repeated HLB and LLB exposure. Method: MCS participants who completed the 2011–2013 survey (N = 138,949) were classified as having been exposed to “no,” “single,” or “repeated” HLB exposure, and into low or high risk of exposure to LLB based on occupation. Participants self-reported diagnosis of 45 medical conditions; newly reported diagnoses were regressed on single and repeated (vs. no) HLB, occupational risk of LLB, and relevant interactions using logistic regression. Results: Single and repeated HLB were associated with new onset of 25 and 29 diagnoses, respectively; repeated HLB exposure was associated with greater risk than single HLB exposure for five diagnoses (e.g., PTSD, depression). Occupational risk of LLB was associated with 11 diagnoses (e.g., PTSD, significant hearing loss). Additionally, 14 significant interactions were detected across 11 diagnoses. Discussion: Findings suggest that overpressure exposure (including single HLB, repeated HLB, and occupational risk of LLB) may increase the risks of self-reporting clinical diagnoses of PTSD, hearing loss, chronic fatigue syndrome, neuropathycaused reduced sensation in the hands and feet, depression, vision loss, sinusitis, reflux, and anemia. Furthermore, the combination of HLB and LLB exposure may be associated with greater risk of migraines, PTSD, and impaired fecundity. These findings provide further evidence of the potential adverse consequences associated with overpressure exposure and underscore the necessity of public health surveillance initiatives for blast exposure and/or safety recommendations for training and operational environments. [ABSTRACT FROM AUTHOR]
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- 2023
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10. The relative impact of injury and deployment on mental and physical quality of life among military service members.
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Kolaja, Claire, Castañeda, Sheila F., Woodruff, Susan I., Rull, Rudolph P., and Armenta, Richard F.
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MILITARY personnel , *VETERANS' health , *MILITARY life , *QUALITY of life , *TRAUMA registries , *SOCIODEMOGRAPHIC factors - Abstract
US service members injured in the recent conflicts in Iraq and Afghanistan were more likely to survive than those in previous conflicts because of advances in medicine and protective gear. However, there is limited research examining the long-term impact of injuries while deployed on physical and mental quality of life (QOL) among service members. We used data from two time-points with an average follow-up period of 4.27 years (SD = 2.13; n = 118,054) to prospectively examine the association between deployment and injury status with QOL. Data were derived from the Millennium Cohort Study surveys (2001 to 2016) and linked with the Department of Defense Trauma Registry (DoD-TR) among a cohort of US service members from all branches and components. The primary predictor (a combination of deployment and injury status) was comprised of the following four categories: 1) not deployed, 2) deployed and not injured, 3) deployed and non-battle injured, and 4) deployed and battle injured. Demographic, military, psychological and behavioral health, and life stress factors were adjusted for in multivariable models. Outcomes of interest were physical and mental QOL from the Short-Form Health Survey for Veterans (VR-36) measured at ~4 year follow-up. Between group comparisons indicated that those deployed and battle-injured had the greatest decline in both mental (-3.82) and physical (-10.13) QOL scores over time (p <.05). While deployment and injury status were associated with poorer mental and physical QOL in adjusted models; only the association between deployment and injury status with physical QOL was clinically meaningful (more than 2.5). In adjusted models, Time 1 mental and physical QOL explained most of the variance (23–25%) in Time 2 mental and physical health QOL as compared to other covariates (e.g., injury and deployment, and other sociodemographic factors increased variance by ~5%). Time 1 QOL was the most significant predictor of later QOL, but those injured while deployed experienced significant and meaningful decrements to long-term physical QOL. This suggests that prevention and rehabilitation interventions should focus on improving physical health among injured service members to avoid long-term adverse effects. [ABSTRACT FROM AUTHOR]
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- 2022
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11. Brief Report: Menstrual Suppression Among U.S. Female Service Members in the Millennium Cohort Study.
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Yunnuo Zhu, Kolaja, Claire A., Stamas, Nicole, Matsuno, Rayna K., and Rull, Rudolph P.
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- 2022
12. Risk Factors for Homelessness Among Post-9/11 Era Veterans.
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Metraux, Stephen, Kolaja, Claire A., Crone, Baylee, Byrne, Thomas, Rull, Rudolph P., and Porter, Ben
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HOMELESSNESS , *HOMELESS veterans , *WOMEN veterans , *VETERANS , *MILITARY service , *SEXUAL orientation - Abstract
This study examined the associations between a broad range of individual characteristics and homelessness among 49,323 post-9/11 era Veterans. Questions concerning the roles of premilitary, military and post military factors in Veteran’s vulnerability to homelessness have persisted despite the considerable attention given to Veteran homelessness, and has highlighted the absence of longitudinal studies that could contribute to the empirical understanding of risk and protective factors among this population. The Veterans in this study group completed Millennium Cohort Study surveys during their military service and subsequently, when they transitioned back to civilian life. Among these Veterans, 1,071 (2.2%) reported becoming homeless after separating from the military. Results from multivariate models provide limited empirical support for direct links between aspects of military service and homelessness that are widely used to explain why Veterans become homeless. Instead, many risk factors for homelessness found here mirror risk factors among the general population. We also find a persistent association between sexual orientation and risk for homelessness, and decreased risk for homelessness among female Veterans. These findings challenge popular conceptions of why Veterans become homeless and contribute to understanding the dynamics of becoming homeless among this current Veteran cohort. [ABSTRACT FROM AUTHOR]
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- 2024
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13. Sexual Health Problems among Service Men: The Influence of Posttraumatic Stress Disorder.
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Kolaja, Claire A., Roenfeldt, Kimberly, Armenta, Richard F., Schuyler, Ashley C., Orman, Jean A., Stander, Valerie A., and LeardMann, Cynthia A.
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SEXUAL health , *POST-traumatic stress disorder , *SEXUAL dysfunction , *COMBAT , *SEXUAL assault - Abstract
Military operational stressors, such as combat exposure, may increase the risk of sexual health problems. This study examined factors associated with sexual health problems, and tested the mediating effect of probable posttraumatic stress disorder (PTSD) on the association between stressors (i.e., combat deployment and sexual assault) and sexual health problems among U.S. service men. Using multivariable logistic regression (n = 16,603) and Cox proportional hazards models (n = 15,330), we estimated the risk of self-reported sexual health difficulties and sexual dysfunction medical encounters, respectively. Mediation analyses examined the effect of probable PTSD as an intermediate factor between high combat deployment and sexual assault on sexual health problems. Approximately 9% endorsed sexual health difficulties and 8% had a sexual dysfunction. Risk factors for these sexual health problems included older age, lower education level, enlisted rank, disabling injury, certain medical conditions, and higher body mass index. Probable PTSD significantly mediated the associations between high combat with sexual health problems and sexual assault with sexual dysfunction. Additionally, high combat was directly associated with sexual health difficulties. These findings indicate a relationship between these stressors and sexual health problems which suggests that treatment options should be expanded, especially to include psychogenic sexual dysfunctions. [ABSTRACT FROM AUTHOR]
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- 2022
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14. Longitudinal associations of military-related factors on self-reported sleep among U.S. service members.
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Cooper, Adam D, Kolaja, Claire A, Markwald, Rachel R, Jacobson, Isabel G, and Chinoy, Evan D
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- 2021
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15. Sexual health difficulties among service women: the influence of posttraumatic stress disorder.
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Kolaja, Claire A., Schuyler, Ashley C., Armenta, Richard F., Orman, Jean A., Stander, Valerie A., and LeardMann, Cynthia A.
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SEXUAL health , *POST-traumatic stress disorder , *WOMEN'S programs , *SEXUAL assault , *WOMEN'S health services , *ADVERSE childhood experiences - Abstract
Background Sexual health among service women remains understudied, yet is related to health and quality of life. This study examined if the associations between recent combat and sexual assault with sexual health difficulties were mediated by mental disorders and identified factors associated with sexual health difficulties among service women. Methods Data from two time points (2013 and 2016) of the Millennium Cohort Study, a large military cohort, were used. The outcome was self-reported sexual health difficulties. Mediation analyses examined probable posttraumatic stress disorder (PTSD) and major depressive disorder (MDD) as intermediate variables between recent combat and sexual assault with the sexual health difficulties. Multivariable logistic regression modeling was used to examine the association of demographic, military, historical mental health, life stressors, and physical health factors with sexual health difficulties. Results Of the 6,524 service women, 13.5% endorsed experiencing sexual health difficulties. Recent combat and sexual assault were significantly associated with sexual health difficulties. Probable PTSD mediated the associations of recent combat and sexual assault with sexual health difficulties; probable MDD did not mediate these relationships. Other significant factors associated with sexual health difficulties included enlisted rank, historical mental disorders, childhood trauma, and disabling injury. Limitations Use of self-reported data, outcome not assessed using a standardized measure and future studies may benefit from examining other mediators. Conclusion Our findings that combat and sexual assault may have negative effects on service women's sexual health suggest that treatment options and insurance coverage for sexual health problems should be expanded. [ABSTRACT FROM AUTHOR]
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- 2021
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16. Multiple imputation validation study: addressing unmeasured survey data in a longitudinal design.
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Kolaja, Claire A., Porter, Ben, Powell, Teresa M., Rull, Rudolph P., for the Millennium Cohort Study Team, Armenta, Richard, Boparai, Satbir, Carey, Felicia, Geronimo, Toni Rose, Jacobson, Isabel, LeardMann, Cynthia, Matsuno, Rayna, Millard, Deanne, Nieh, Chiping, Rivera, Anna, Sheppard, Beverly, Trone, Daniel, Walstrom, Jennifer, Warner, Steven, and Millennium Cohort Study Team
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SUICIDAL ideation , *LONGITUDINAL method - Abstract
Background: Questionnaires used in longitudinal studies may have questions added or removed over time for numerous reasons. Data missing completely at a follow-up survey is a unique issue for longitudinal studies. While such excluded questions lack information at one follow-up survey, they are collected at other follow-up surveys, and covariances observed at other follow-up surveys may allow for the recovery of the missing data. This study utilized data from a large longitudinal cohort study to assess the efficiency and feasibility of using multiple imputation (MI) to recover this type of information.Methods: Millennium Cohort Study participants completed the 9-item Patient Health Questionnaire (PHQ) depression module at 2 time points (2004, 2007). The suicidal ideation item in the module was set to missing for the 2007 assessment. Several single-level MI models using different sets of predictors and forms of suicidal ideation were used to compare self-reported values and imputed values for this item in 2007. Additionally, associations with sleep duration and smoking status, which are related constructs, were compared between self-reported and imputed values of suicidal ideation.Results: Among 63,028 participants eligible for imputation analysis, 4.05% reported suicidal ideation on the 2007 survey. The imputation models successfully identified suicidal ideation, with a sensitivity ranging between 34 and 66% and a positive predictive value between 36 and 42%. Specificity remained above 96% and negative predictive value above 97% for all imputed models. Similar associations were found for all imputation models on related constructs, though the dichotomous suicidal ideation imputed from the model using only PHQ depression items yielded estimates that were closest with the self-reported associations for all adjusted analyses.Conclusions: Although sensitivity and positive predictive value were relatively low, applying MI techniques allowed for inclusion of an otherwise missing variable. Additionally, correlations with related constructs were estimated near self-reported values. Therefore, the other 8 depression items can be used to estimate suicidal ideation that was completely missing from a survey using MI. However, these imputed values should not be used to estimate population prevalence. [ABSTRACT FROM AUTHOR]- Published
- 2021
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17. Longitudinal trajectories of comorbid PTSD and depression symptoms among U.S. service members and veterans.
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Armenta, Richard F., Walter, Kristen H., Geronimo-Hara, Toni Rose, Porter, Ben, Stander, Valerie A., LeardMann, Cynthia A., for the Millennium Cohort Study Team, Bauer, Lauren, Boparai, Satbir, Bukowinski, Ania, Carballo, Carlos, Carey, Felicia, Davies, James, Esquivel, Alex, Gumbs, Gia, Jacobson, Isabel, Khodr, Zeina, Kolaja, Claire, Lee, William, and Lynch, Gordon
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MILITARY personnel ,POST-traumatic stress disorder ,MENTAL depression ,VETERANS ,MENTAL illness - Abstract
Background: Posttraumatic stress disorder (PTSD) often co-occurs with other psychiatric disorders, particularly major depressive disorder (MDD). The current study examined longitudinal trajectories of PTSD and MDD symptoms among service members and veterans with comorbid PTSD/MDD. Methods: Eligible participants (n = 1704) for the Millennium Cohort Study included those who screened positive at baseline for both PTSD (PTSD Checklist–Civilian Version) and MDD (Patient Health Questionnaire). Between 2001 and 2016, participants completed a baseline assessment and up to 4 follow-up assessments approximately every 3 years. Mixture modeling simultaneously determined trajectories of comorbid PTSD and MDD symptoms. Multinomial regression determined factors associated with latent class membership. Results: Four distinct classes (chronic, relapse, gradual recovery, and rapid recovery) described symptom trajectories of PTSD/MDD. Membership in the chronic class was associated with older age, service branch, deployment with combat, anxiety, physical assault, disabling injury/illness, bodily pain, high levels of somatic symptoms, and less social support. Conclusions: Comorbid PTSD/MDD symptoms tend to move in tandem, and, although the largest class remitted symptoms, almost 25% of participants reported chronic comorbid symptoms across all time points. Results highlight the need to assess comorbid conditions in the context of PTSD. Future research should further evaluate the chronicity of comorbid symptoms over time. [ABSTRACT FROM AUTHOR]
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- 2019
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18. Smokeless Tobacco Warnings in Indian Mass Media: Intention and Attempts to Quit.
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Madewell, Zachary J. and Kolaja, Claire A.
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SMOKELESS tobacco , *MASS media , *SMOKING , *INTENTION , *WARNINGS - Abstract
Introduction: In India, over 200 million people use smokeless tobacco (SLT), which increases the risk of cancers. Studies have demonstrated mass media campaigns effectively reduce smoking tobacco prevalence, but few have assessed their impact on SLT cessation. Objectives: This study used data from the Global Adult Tobacco Surveys (GATS) in 2009-2010 and 2016-2017 to examine associations between SLT health warnings in mass media, and intention and attempts to quit using SLT. We also compared the proportion of SLT users who noticed mass media warnings between 2009-2010 and 2016-2017. Materials and Methods: Over 16,000 and 15,000 current SLT users from the GATS-1 and GATS-2, respectively, were used for analysis. Weighted logistic regression models were used to analyze associations between noticed health warnings on SLT packages, newspapers/magazines, television, radio, billboards, cinemas, internet, vehicles, and walls, and intention and attempts to quit SLT. Results: In final models, the odds of intention and attempts to quit were highest among those who noticed warnings in newspapers/magazines (adjusted odds ratio [AOR]: 1.50; 95% confidence interval [CI]: 1.30-1.74) and the internet (AOR: 1.60; 95% CI: 1.12-2.29), respectively. Warnings on SLT packages, television, billboards, radio, vehicles, and walls were also associated with increased cessation behavior. More noticed warnings on SLT packages, television, billboards, and newspapers/magazines in GATS-2 than GATS-1, but fewer heard radio warnings. Conclusions: Among Indian SLT users, we found evidence that SLT warnings in mass media may promote cessation behavior. Health warnings in mass media could play an important role in the overall strategy to reduce the morbidity and mortality associated with SLT use. [ABSTRACT FROM AUTHOR]
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- 2019
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19. 0342 Longitudinal Examination of Military-Specific Factors Affecting Sleep Quantity and Quality among U.S. Service Members.
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Cooper, Adam D, Markwald, Rachel R, Kolaja, Claire A, Jacobson, Isabel G, and Chinoy, Evan D
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- 2019
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20. Health Disparities Among Lesbian, Gay, and Bisexual Service Members and Veterans.
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Carey, Felicia R., LeardMann, Cynthia A., Lehavot, Keren, Jacobson, Isabel G., Kolaja, Claire A., Stander, Valerie A., Rull, Rudolph P., and Millennium Cohort Study Team
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BISEXUALITY , *MILITARY personnel , *BISEXUAL women , *HEALTH of LGBTQ+ people , *VETERANS , *HEALTH equity , *POST-traumatic stress disorder , *OBESITY , *ALCOHOLISM , *HUMAN sexuality , *QUESTIONNAIRES , *INSOMNIA , *LONGITUDINAL method - Abstract
Introduction: This study investigated whether health disparities exist among lesbian, gay, and bisexual individuals serving in the U.S. military by examining the associations of sexual orientation with mental, physical, and behavioral health among a population-based sample of service members and veterans.Methods: Sexual orientation and health outcomes were self-reported on the 2016 Millennium Cohort Study follow-up questionnaire (N=96,930). Health outcomes were assessed across 3 domains: mental health (post-traumatic stress disorder, depression, anxiety, binge eating, problematic anger), physical health (multiple somatic symptoms, physical functioning, BMI), and behavioral health (smoking, problem and risky drinking, insomnia). Adjusted logistic regression models conducted between 2019 and 2022 estimated the associations between sexual orientation and each health outcome.Results: Lesbian, gay, and bisexual 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. Gay/lesbian and bisexual 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.Conclusions: Lesbian, gay, and bisexual service members reported poorer mental, physical, and behavioral health than heterosexual peers, most notably among gay/lesbian women and bisexual individuals. Findings suggest that lesbian, gay, and bisexual 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 lesbian, gay, and bisexual military members. [ABSTRACT FROM AUTHOR]- Published
- 2022
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21. Utilizing machine learning to predict participant response to follow-up health surveys in the Millennium Cohort Study.
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Barkho W, Carnes NC, Kolaja CA, Tu XM, Boparai SK, Castañeda SF, Sheppard BD, Walstrom JL, Belding JN, and Rull RP
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- Humans, Longitudinal Studies, Follow-Up Studies, Algorithms, Male, Cohort Studies, Military Personnel, Female, Adult, Machine Learning, Health Surveys methods
- Abstract
The Millennium Cohort Study is a longitudinal study which collects self-reported data from surveys to examine the long-term effects of military service. Participant nonresponse to follow-up surveys presents a potential threat to the validity and generalizability of study findings. In recent years, predictive analytics has emerged as a promising tool to identify predictors of nonresponse. Here, we develop a high-skill classifier using machine learning techniques to predict participant response to follow-up surveys of the Millennium Cohort Study. Six supervised algorithms were employed to predict response to the 2021 follow-up survey. Using latent class analysis (LCA), we classified participants based on historical survey response and compared prediction performance with and without this variable. Feature analysis was subsequently conducted on the best-performing model. Including the LCA variable in the machine learning analysis, all six algorithms performed comparably. Without the LCA variable, random forest outperformed the benchmark regression model, however overall prediction performance decreased. Feature analysis showed the LCA variable as the most important predictor. Our findings highlight the importance of historical response to improve prediction performance of participant response to follow-up surveys. Machine learning algorithms can be especially valuable when historical data are not available. Implementing these methods in longitudinal studies can enhance outreach efforts by strategically targeting participants, ultimately boosting survey response rates and mitigating nonresponse., (© 2024. The Author(s).)
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- 2024
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22. Factors associated with mental healthcare utilization among United States military personnel with posttraumatic stress disorder or depression symptoms.
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Sharifian N, LeardMann CA, Kolaja CA, Baccetti A, Carey FR, Castañeda SF, Hoge CW, and Rull RP
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Introduction: Although posttraumatic stress disorder (PTSD) and depression are prominent mental health conditions affecting United States service members, only a subset of individuals with these conditions utilize mental healthcare services. Identifying factors associated with mental healthcare utilization may elucidate military subgroups with unmet mental healthcare needs., Methods: Cross-sectional survey data from the 2019-2021 Millennium Cohort Study assessment were used to examine correlates of unmet mental healthcare needs among military personnel who screened positive for PTSD or depression symptoms (n=18,420) using modified Poisson regression models. Data analyses for this study were conducted between 2023 and 2024., Results: Approximately 32-43% of service members reported receiving any mental healthcare in the past 12 months. Hispanic and Asian or Pacific Islander personnel, and those with certain service characteristics (higher pay grade, recent deployment, experienced discrimination) had a lower likelihood of mental healthcare utilization. Female sex, greater symptom severity, experiencing bullying, and other psychosocial factors were associated with greater likelihood of mental healthcare utilization., Conclusions: One-third of service members with PTSD or depression symptoms reported any mental healthcare use, highlighting the need to identify factors that may impede or delay treatment. Racial and ethnic disparities in treatment utilization persist as do differences in utilization by military characteristics. Further research and initiatives are necessary to identify potential service-specific or cultural barriers and provide equitable quality and access to needed mental health services within the Military Health System., (Copyright © 2024. Published by Elsevier Inc.)
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- 2024
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23. Brief Report: Menstrual Suppression Among U.S. Female Service Members in the Millennium Cohort Study.
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Zhu Y, Kolaja CA, Stamas N, Matsuno RK, and Rull RP
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- Humans, Female, United States epidemiology, Cohort Studies, Military Personnel
- Published
- 2022
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