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Mental health

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Articles 361 - 390 of 624

Full-Text Articles in Public Health

Exploring Mental Health Experience In Individuals Living With Temporomandibular Disorders, Wafaa Safour, Richard Hovey Apr 2021

Exploring Mental Health Experience In Individuals Living With Temporomandibular Disorders, Wafaa Safour, Richard Hovey

Patient Experience Journal

Despite the evidence supporting deteriorating mental health because of temporomandibular disorders (TMDs) conditions, there is limited evidence of TMD patients' experience regarding how their mental health is affected by the disorders. As a sequence of these conditions, TMD patients suffer from physical and mental complications, not to mention the loss of food enjoyment. In this study, we aim to explore TMD patients' lived experiences who had changed their dietary habits concerning their mental health. Six participants were interviewed to answer open-ended questions during semi-structured interviews regarding their mental health experiences with TMD-related food routine changes. These interviews were held face-to-face …


Co-Production Of The Quality Of Patient-Centered Outcomes Research Partnerships Instrument For People With Mental Health Conditions, Karen L. Fortuna, Amanda Myers, Jessica Brooks, Caroline Collins-Pisano, Skyla Marceau, Sarah Pratt, Kathy Lyons, Robert Walker, Shavon Thompson, Kaycie Greene, Willie Pringle, Katina Carter Apr 2021

Co-Production Of The Quality Of Patient-Centered Outcomes Research Partnerships Instrument For People With Mental Health Conditions, Karen L. Fortuna, Amanda Myers, Jessica Brooks, Caroline Collins-Pisano, Skyla Marceau, Sarah Pratt, Kathy Lyons, Robert Walker, Shavon Thompson, Kaycie Greene, Willie Pringle, Katina Carter

Patient Experience Journal

Mounting scientific evidence over the past decades in the field of psychiatry has shown community engagement in research produces more relevant research, increased uptake of research findings, and better clinical outcomes. Despite the need for the integration of community engagement methodologies into the scientific method, doctoral and master's level competencies in the field of psychiatry commonly do not include dedicated training or coursework on community engagement methodologies. Without appropriate training or research experience, attempts to facilitate community engagement are often ineffective and burdensome and leave stakeholders feeling disenfranchised. The goal of this study was to co-produce an instrument designed to …


Associations Between Family-Based Stress And Dietary Inflammatory Potential Among Families With Preschool-Aged Children, Valerie Hruska, Nitin Shivappa Mbbs, Mph, Ph.D., James R. Hébert Scd, Alison M. Duncan, Jess Hines, David W. L. Ma Apr 2021

Associations Between Family-Based Stress And Dietary Inflammatory Potential Among Families With Preschool-Aged Children, Valerie Hruska, Nitin Shivappa Mbbs, Mph, Ph.D., James R. Hébert Scd, Alison M. Duncan, Jess Hines, David W. L. Ma

Faculty Publications

Chronic stress is known to influence dietary choices, and stressed families often report poorer diet quality; however, little is known about how family-based stress is linked with dietary patterns that promote inflammation. This study investigated associations between family-based stress and the inflammatory potential of the diet among preschool-aged children and their parents. Parents (n = 212 mothers, n = 146 fathers) and children (n = 130 girls, n = 123 boys; aged 18 months to 5 years) from 241 families participating in the Guelph Family Health Study were included in the analyses. Parents reported levels of parenting distress, depressive symptoms, …


A Patient-Centered Study Examining Self-Identification Of Mental Health Challenges Among Female Military Officers, Rosellen Roche, Joel Manzi, Katelyn Bard Apr 2021

A Patient-Centered Study Examining Self-Identification Of Mental Health Challenges Among Female Military Officers, Rosellen Roche, Joel Manzi, Katelyn Bard

Journal of Patient-Centered Research and Reviews

Due to the expansion of leadership roles in the military for women, female military personnel now face stressors equal to, and yet unique from, their male counterparts. This pilot study surveyed 73 female U.S. Army officers regarding their experiences of leadership and mental wellness within the military. A mixed-methods survey was distributed via 2 private Facebook groups for female Army officers following an anonymized convenience sampling. This anonymous, patient-centered protocol was used to protect against known stigma surrounding disclosing mental health concerns in the military. Respondents were asked a series of questions including perceived mental health status and access to …


Urbanization And Mental Health: The Power Of Green Space, Emma Rosenthal Apr 2021

Urbanization And Mental Health: The Power Of Green Space, Emma Rosenthal

OHSU-PSU School of Public Health Annual Conference

In this presentation, I will review the negative impacts of urbanization on mental health and the positive role of green space on mental well-being. Moreover, I will provide examples of projects being conducted to increase the amount of green space in urban communities.


Interplay Between Social Media Use, Sleep Quality, And Mental Health In Youth: A Systematic Review, Rea Alonzo, Junayd Hussain, Saverio Stranges, Kelly K. Anderson Apr 2021

Interplay Between Social Media Use, Sleep Quality, And Mental Health In Youth: A Systematic Review, Rea Alonzo, Junayd Hussain, Saverio Stranges, Kelly K. Anderson

Epidemiology and Biostatistics Publications

Social media applications are increasingly prominent among youth. This systematic review provides a comprehensive assessment of the literature on the relationship between active social media use, sleep quality, and common mental health outcomes (anxiety, depression, and psychological distress) among youth. MEDLINE, PsychINFO, EMBASE and Scopus were searched for observational studies investigating this relationship among youth (aged 16–25). Thirty-six cross-sectional studies and six prospective cohort studies met the inclusion criteria. Among cross-sectional studies, significant associations between excessive social media use with poor mental health outcomes (n = 33), poor sleep quality (n = 24), and significant associations between poor sleep quality …


Implementing A Peer Advocate Mental Health Digital Intervention Program For Ohio Youth: Descriptive Pilot Study, Tashuna Albritton, Kelsey Lynett Ford, Kira Elsbernd, Melodie Santodomingo, Ivan Juzang, Pam Weddington, Sheana Bull Apr 2021

Implementing A Peer Advocate Mental Health Digital Intervention Program For Ohio Youth: Descriptive Pilot Study, Tashuna Albritton, Kelsey Lynett Ford, Kira Elsbernd, Melodie Santodomingo, Ivan Juzang, Pam Weddington, Sheana Bull

Publications and Research

In the United States, millions of adolescents report poor mental health, where 1 in 5 teenagers considers suicide. Reducing stigma and fostering peer support remains critical for positive mental health interventions and programs. Increasingly, digital mental health tools have emerged with great promise, leveraging social networks. Despite the potential, limited understanding of such comprehensive programs and their implementation exist.


Modeling Cumulative Risk During The Covid-19 Pandemic: Psychosocial And Socioeconomic Factors For Older Minority Adults, James F. Osborne Iv Mar 2021

Modeling Cumulative Risk During The Covid-19 Pandemic: Psychosocial And Socioeconomic Factors For Older Minority Adults, James F. Osborne Iv

LSU Master's Theses

Continued response to the sum consequences of the COVID-19 pandemic has disparately affected the physical and mental health of older minority adults in the United States. SARS-CoV-2 created an acute epidemiological crisis of public health coinciding with a chronic pandemic of accentuated psychosocial stress. Biological and socio-economic risk of morbidity and mortality follow a demographic gradient of subjectively constructed social status that disproportionally threatens older adults and minority racial/ethnic communities. Pathways to increased socio-economic and psychosocial vulnerability are multifactorial and complex. Factors of race, socio-economic status, gender, and age, each contribute to individualized profiles of vulnerability to risk exposure.

The …


Mental Health Of Children And Adolescents Amidst Covid-19 And Past Pandemics: A Rapid Systematic Review, Salima Meherali, Neelam Punjani, Samantha Louie-Poon, Komal Abdul Rahim, Jai K. Das, Rehana A. Salam, Zohra S. Lassi Mar 2021

Mental Health Of Children And Adolescents Amidst Covid-19 And Past Pandemics: A Rapid Systematic Review, Salima Meherali, Neelam Punjani, Samantha Louie-Poon, Komal Abdul Rahim, Jai K. Das, Rehana A. Salam, Zohra S. Lassi

School of Nursing & Midwifery

Background: The COVID‑19 pandemic and associated public health measures have disrupted the lives of people around the world. It is already evident that the direct and indirect psychological and social effects of the COVID‑19 pandemic are insidious and affect the mental health of young children and adolescents now and will in the future. The aim and objectives of this knowledge-synthesis study were to identify the impact of the pandemic on children's and adolescent's mental health and to evaluate the effectiveness of different interventions employed during previous and the current pandemic to promote children's and adolescents' mental health.
Methodology: We conducted …


An Analysis Of Suicide Risk Factors Among Farmers In The Midwestern United States, Andrea Bjornestad, Courtney Cuthbertson, Jessie Hendricks Mar 2021

An Analysis Of Suicide Risk Factors Among Farmers In The Midwestern United States, Andrea Bjornestad, Courtney Cuthbertson, Jessie Hendricks

Counseling and Human Development Faculty Publications

Research on the complex relationships of variables contributing to farmer suicide is limited. The purpose of the study was to examine factors associated with suicide risk through the use of standardized instruments measuring psychological (depression, anxiety), social (social support), and contextual factors. A questionnaire was completed by 600 farmers in the Midwestern United States. A multiple linear regression model was used to analyze associations with suicide risk (SBQ-R), including depression (PHQ-9), anxiety (GAD-7), Brief COPE subscales (BC), social support (MSPSS), and select demographic and farming characteristics. The only variable that emerged as having a significant relationship with the natural log-transformed …


A Coupled Hazard Simulation And Post-Disaster Resource Optimization Framework, Stephen M. Cunningham Mar 2021

A Coupled Hazard Simulation And Post-Disaster Resource Optimization Framework, Stephen M. Cunningham

Theses and Dissertations

Extreme events, such as natural or human-caused disasters, cause mental health stress in affected communities. While the severity of these outcomes varies based on socioeconomic standing, age group, and degree of exposure, disaster planners can mitigate potential stress-induced mental health outcomes by assessing early, intermediate, and long-term treatment interventions by social workers and psychologists. However, local and state authorities are typically underfunded, understaffed, and have ongoing health and social service obligations that constrain mitigation and response activities. A resource assignment framework is developed as a coupled-state transition and linear optimization model that assists planners in optimally allocating constrained resources and …


Unmet Needs Are Associated With Increased Stress And Poor Physical And Mental Health In Early Adulthood, Colleen Heflin, Katie Green, Ying Huang, Asiya Validova Feb 2021

Unmet Needs Are Associated With Increased Stress And Poor Physical And Mental Health In Early Adulthood, Colleen Heflin, Katie Green, Ying Huang, Asiya Validova

Population Health Research Brief Series

Material hardship, such as not being able to pay bills, negatively affects both physical and mental health. This research brief examines how different types of material hardship (difficulty paying for food, bills, and health care) are associated with self-rated health, depression, sleep problems, and suicidal thoughts among U.S. young adults (ages 24-32).


Violence As A Deterrent For Shelter Usage Among Persons Experiencing Homelessness In Detroit: A Mixed Methods Study, Trishya L. Srinivasan Jan 2021

Violence As A Deterrent For Shelter Usage Among Persons Experiencing Homelessness In Detroit: A Mixed Methods Study, Trishya L. Srinivasan

Medical Student Research Symposium

Introduction: Persons experiencing homelessness (PEH) are hospitalized at rates four times higher than the US average and face significantly worse health outcomes, particularly for those residing in cities with harsh winters. Fear of violence or theft is frequently cited as a deterrent to emergency-based shelter usage among PEH; however, there is little research assessing its effects on health and safety among PEH. This project qualitatively assesses violence as a deterrent to emergency shelter usage.

Methods: A semi-structured interview guide was designed to assess experiences with, and fear of, shelter-based violence among PEH and the effect of shelter-based violence on mental …


Impact Of The Covid-19 Shutdown On Mental Health In Appalachia By Working Status, Erin N. Haynes, Timothy J. Hilbert, Susan C. Westneat, Kate Leger, Katie Keynton, Heather M. Bush Jan 2021

Impact Of The Covid-19 Shutdown On Mental Health In Appalachia By Working Status, Erin N. Haynes, Timothy J. Hilbert, Susan C. Westneat, Kate Leger, Katie Keynton, Heather M. Bush

Journal of Appalachian Health

Introduction: To slow the spread of COVID-19 in the United States, businesses shutdown in Spring 2020. Research has indicated the impact on frontline workers, yet little is known about the impact on those who were not working outside the home or switched to working remotely.

Purpose: The purpose of this report is to identify the financial and healthcare issues and mental health impact of the COVID-19 shutdown on Appalachians by worker categories.

Methods: An online survey was administered from May 8 – June 6, 2020 to a convenience sample of previous research participants and shared through social …


Neighborhood Characteristics And The Mental Health Of Caregivers Cohabiting With Care Recipients Diagnosed With Alzheimer’S Disease, Dana M. Alhasan, Jana A. Hirsch, Chandra L. Jackson, Margaret Chandlee Miller, Bo Cai Ph.D., Matthew C. Lohman Ph.D. Jan 2021

Neighborhood Characteristics And The Mental Health Of Caregivers Cohabiting With Care Recipients Diagnosed With Alzheimer’S Disease, Dana M. Alhasan, Jana A. Hirsch, Chandra L. Jackson, Margaret Chandlee Miller, Bo Cai Ph.D., Matthew C. Lohman Ph.D.

Faculty Publications

While studies have documented the influence of caregiver and care recipient factors on caregiver health, it is important to address the potential impact of neighborhood contexts. This study estimated the cross-sectional associations between neighborhood characteristics and mental health among caregivers cohabiting with Alzheimer’s disease care recipients that were experiencing severe or non-severe neuropsychiatric symptoms (NPSs) (e.g., aggression/anxiety). We obtained data collected in 2010 on caregivers and care recipients (n

While studies have documented the influence of caregiver and care recipient factors on caregiver health, it is important to address the potential impact of neighborhood contexts. This study estimated the cross-sectional …


Impact Of Adverse Childhood Events On The Psychosocial Functioning Of Children Affected By Parental Hiv In Rural China, Jordan Ezell, Sayward E. Harrison, Yanping Jiang, Xiaoming Li Ph.D. Jan 2021

Impact Of Adverse Childhood Events On The Psychosocial Functioning Of Children Affected By Parental Hiv In Rural China, Jordan Ezell, Sayward E. Harrison, Yanping Jiang, Xiaoming Li Ph.D.

Faculty Publications

Introduction: Children affected by parental HIV are more likely than unaffected peers to experience trauma and are at-risk for negative psychological and social outcomes. This study aimed to examine the relationship between adverse childhood events and psychosocial functioning among children affected by parental HIV.

Methods: A total of 790 children ages 6–17 from Henan, China were enrolled in a longitudinal, randomized controlled trial of a resilience-based psychosocial intervention. At baseline, children reported on numerous psychosocial factors, including trauma exposure, symptoms of anxiety and depression, and peer social functioning. We used linear regression analysis to test the direct effect of trauma …


Impact Of Benzodiazepines And Polysubstance Status On Repeat Non-Fatal Drug Overdoses, Sarah Mayberry, Sarah Nechuta, Shanthi Krishnaswami Jan 2021

Impact Of Benzodiazepines And Polysubstance Status On Repeat Non-Fatal Drug Overdoses, Sarah Mayberry, Sarah Nechuta, Shanthi Krishnaswami

Peer Reviewed Articles

Research has shown that benzodiazepines and mental health disorders can increase the likelihood of repeat overdose, but researcher have not explored this association in Tennessee (TN). We examined benzodiazepines, polysubstance overdose status with/without benzodiazepines, and mental health comorbidities with repeat overdose using statewide data in TN. This study analyzed TN hospital discharge data on nonfatal overdoses for patients ages 18–64 from 2012 to 2016 for 21,066 patients with an initial inpatient visit and 36,244 patients with an initial outpatient visit. The study assessed each patient at one year after initial overdose to determine likelihood of repeat overdose. We used a …


Nonprofits And Government Agencies Addressing The Needs Of Mental Health Community, Wyatt Ulrich Jan 2021

Nonprofits And Government Agencies Addressing The Needs Of Mental Health Community, Wyatt Ulrich

School of Professional and Continuing Studies Nonprofit Studies Capstone Projects

Nonprofit organizations have been utilizing cross-sector collaboration to address problems that are not able to be solved on their own. A partner to make said collaboration can be with any organization, business, or volunteer who has the same goals as the nonprofit organization. Mental health nonprofit organizations specifically need more partners due to how little the world knows about mental health and mental illnesses. The government is one partner many mental health organizations aim to collaborate with. Government contracts have been known to help with the many challenges nonprofit organizations face like funding and services. Previous research has suggested this …


Beyond The Adhd Diagnosis: Does The Insurance Rate, Mental Health Status In Parents, And Food Availability In The United States Impact Or Predict The Prevalence Of Diagnosis Of Adhd In Children?, Kaitie Kudlac Jan 2021

Beyond The Adhd Diagnosis: Does The Insurance Rate, Mental Health Status In Parents, And Food Availability In The United States Impact Or Predict The Prevalence Of Diagnosis Of Adhd In Children?, Kaitie Kudlac

Scholarship in Medicine - All Papers

More than 6 million children in the US have been diagnosed with ADHD in 2016 and many studies such as those performed through the National Survey of Children’s Health have seen those numbers climbing through 2017.1 Prevalence of ADHD itself has increased by 42% over the past 8 years.2 This study analyzed, through the use of public data available through County Health Ranking and data through the Data Resource Center for Child and Adolescent Health if the insurance status, mental health standing of parents, and food availability in the United States could impact or predict the diagnostic prevalence …


Implementing The Mothers And Babies Program To Reduce Preterm And Low Birth Weight Deliveries, Tan Frison Jan 2021

Implementing The Mothers And Babies Program To Reduce Preterm And Low Birth Weight Deliveries, Tan Frison

Theses and Dissertations--Public Health (M.P.H. & Dr.P.H.)

Georgia ranks fourth (4th) in the nation for the highest low birth weight rate at 10%, and sixth (6th) in the nation for preterm birth rate at 11.7%, among the states. Based on statistical data Bulloch county has maintained an average low birth weight statistic of 10% for over a decade. In 2019, there were 107 preterm and 79 low weight births in Bulloch county, Georgia. These numbers confirm there is a need for more preventive resources for mothers and children within this community. To address this burden, the Bulloch County health department has decided to implement the Mothers and …


Impact Of Covid-19 On The Health And Well-Being Of Informal Caregivers Of People With Dementia: A Rapid Systematic Review, M. Courtney Hughes, Yujun Liu, Abby Baumbach Jan 2021

Impact Of Covid-19 On The Health And Well-Being Of Informal Caregivers Of People With Dementia: A Rapid Systematic Review, M. Courtney Hughes, Yujun Liu, Abby Baumbach

Faculty Articles, Papers, and Other Scholarship

Background: In December 2019, the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), or COVID-19, raised worldwide concern. Since then, the COVID-19 pandemic has negatively influenced health and wellness across the globe and caused nearly three million deaths. This study focuses on informal caregivers of people with dementia, a disease that affects about 50 million older adults worldwide and requires much caregiving support.

Objective: Examine the current literature on the impact of COVID-19 on the health and well-being of informal caregivers for people with dementia.

Method: This rapid review was conducted across five electronic databases for quantitative and qualitative articles published …


Mental Health Risks & Patterns Among On-Campus Resident Students During The Covid-19 Pandemic, Brooke Writer Jan 2021

Mental Health Risks & Patterns Among On-Campus Resident Students During The Covid-19 Pandemic, Brooke Writer

All Master's Theses

Objective: This study examined the effects of the COVID-19 global pandemic on the mental health and well-being of college students residing in a rural community. Eligible students reported on their mental health statuses, coping strategies, distresses, demographics, and original items to capture students’ experiences. Participants: Participants were 372 undergraduate and graduate student's living in residence halls or on-campus housing enrolled in a public university between January and March 2021. Methods: Univariate and bivariate statistical analyses were utilized. Open-text responses about navigating mental health challenges during the COVID-19 pandemic are summarized. Results: Students who identified as LGBTQ+ (pp=0.0022) scored …


The Development Of A Survey Instrument To Assess Racial And Cultural Inclusiveness: A Case Study Of Staff, Jolene Rios Jan 2021

The Development Of A Survey Instrument To Assess Racial And Cultural Inclusiveness: A Case Study Of Staff, Jolene Rios

All Master's Theses

Background:

The hierarchy of the medical system and its lack of racial and cultural inclusiveness has created systematically inequitable healthcare with direct outcomes to health disparities. Inequitable non-inclusive healthcare perpetuated and negatively impacted health disparities among minorities and has been a major preventable public health problem. Research studies have established a correlation between racism and various adverse health outcomes, including higher mortality, lower rates of cancer screening, elevated blood pressure, higher C-reactive protein levels, substance use, and mental health conditions (Shavers et al, 2012). Measuring exposure to racism has been essential to establishing racism’s influence on equitable, inclusive healthcare and …


Impact Of Mental Health And Financial Status Of Essential And Non-Essential Workers That Continued Working Outside The Home During The Spring 2020 Covid-19 Shutdown, Adrianne Deveira Jan 2021

Impact Of Mental Health And Financial Status Of Essential And Non-Essential Workers That Continued Working Outside The Home During The Spring 2020 Covid-19 Shutdown, Adrianne Deveira

Theses and Dissertations--Public Health (M.P.H. & Dr.P.H.)

Objective: A global pandemic caused businesses in the United States to shutdown based on essential vs. non-essential criteria. There has been a lot of research discussing the impact of the shutdown on healthcare frontline workers. Little is known about other essential and non-essential workers, that continued working outside the home during the shutdown. The purpose of this paper is to examine the financial and mental health issues encountered by essential and non-essential workers that continued working outside the home during the Spring 2020 shutdown.

Methods: Snowball sampling of an online survey that was available from May 8 – June 6, …


Income-Related Health Inequality Among Chinese Adults During The Covid-19 Pandemic: Evidence Based On An Online Survey, Peng Nie, Lanlin Ding, Zhou Chen, Shiyong Liu, Qi Zhang, Zumin Shi, Lu Wang, Hong Xue, Gordon G. Liu, Youfa Wang Jan 2021

Income-Related Health Inequality Among Chinese Adults During The Covid-19 Pandemic: Evidence Based On An Online Survey, Peng Nie, Lanlin Ding, Zhou Chen, Shiyong Liu, Qi Zhang, Zumin Shi, Lu Wang, Hong Xue, Gordon G. Liu, Youfa Wang

Community & Environmental Health Faculty Publications

BACKGROUND: Partial- or full-lockdowns, among other interventions during the COVID-19 pandemic, may disproportionally affect people (their behaviors and health outcomes) with lower socioeconomic status (SES). This study examines income-related health inequalities and their main contributors in China during the pandemic.

METHODS: The 2020 China COVID-19 Survey is an anonymous 74-item survey administered via social media in China. A national sample of 10,545 adults in all 31 provinces, municipalities, and autonomous regions in mainland China provided comprehensive data on sociodemographic characteristics, awareness and attitudes towards COVID-19, lifestyle factors, and health outcomes during the lockdown. Of them, 8448 subjects provided data for …


Exploring The Covid-19 Experience Of Young Adult Latinos In Rural California: Insights Into Mental Health & The Immigrant Health Paradox, Vivianna Plancarte Jan 2021

Exploring The Covid-19 Experience Of Young Adult Latinos In Rural California: Insights Into Mental Health & The Immigrant Health Paradox, Vivianna Plancarte

Pomona Senior Theses

This study expands the COVID-19 and Latino Immigrants in Rural California (CLIMA) Study at UC Merced by exploring how the mental health of young adult Latinos in rural CA has been affected by the COVID-19 pandemic and comparing the experiences of US-born Latinos to those of Latino immigrants to investigate an Immigrant Health Paradox. A convergent mixed methods design was first employed whereby qualitative and quantitative data was collected concurrently, and then merged. Then, the data collected from young adult Latinos was compared to that from Latino immigrants collected by CLIMA Study to explore the Immigrant Health Paradox in the …


The Impact Of Social Media On Teenage Females Self-Esteem, Amanda C. Perkovich Jan 2021

The Impact Of Social Media On Teenage Females Self-Esteem, Amanda C. Perkovich

All Graduate Theses, Dissertations, and Other Capstone Projects

Social media has become the way we connect with the world. Social networking sites, including Facebook, Instagram, Snapchat, Twitter and TikTok, allow users to share intimate details of their lives, upload photographs, initiate and maintain relationships, plan social gatherings, observe the lives of others and express beliefs, values and emotions. In the last ten years, numerous articles have focused on the relationship between social media use and mental health however, very few studies have concentrated on self-esteem, especially in teenage females. The purpose of this literature review is to explore the associations between increased social media activity (greater than 2 …


Applying Machine Learning Approaches To Suicide Prediction Using Healthcare Data: Overview And Future Directions, Edwin D Boudreaux, Elke Rundensteiner, Feifan Liu, Bo Wang, Celine Larkin, Emmanuel Agu, Samiran Ghosh, Joshua Semeter, Gregory Simon, Rachel E Davis-Martin Jan 2021

Applying Machine Learning Approaches To Suicide Prediction Using Healthcare Data: Overview And Future Directions, Edwin D Boudreaux, Elke Rundensteiner, Feifan Liu, Bo Wang, Celine Larkin, Emmanuel Agu, Samiran Ghosh, Joshua Semeter, Gregory Simon, Rachel E Davis-Martin

Faculty, Staff and Student Publications

Objective: Early identification of individuals who are at risk for suicide is crucial in supporting suicide prevention. Machine learning is emerging as a promising approach to support this objective. Machine learning is broadly defined as a set of mathematical models and computational algorithms designed to automatically learn complex patterns between predictors and outcomes from example data, without being explicitly programmed to do so. The model's performance continuously improves over time by learning from newly available data.

Method: This concept paper explores how machine learning approaches applied to healthcare data obtained from electronic health records, including billing and claims data, can …


Social Determinants And Academic Success For Online Undergraduates Mediated By Mental Health, Jamie Michelle Claus Getz Jan 2021

Social Determinants And Academic Success For Online Undergraduates Mediated By Mental Health, Jamie Michelle Claus Getz

Walden Dissertations and Doctoral Studies

AbstractSocial determinants of health (SDH) are social and economic systems that directly contribute to health disparities and inequalities. This study examined SDH and their relation to education, also an SDH. The relationship between SDH and online undergraduate achievement, as measured by grade-point average (GPA), was studied. Cumulative inequality is the theoretical framework that guided the study; it underscores the complexity of interaction between personal, social, and environmental stressors in relation to a student’s academic performance. The quantitative survey design allowed for potential relationships between variables to be observed and studied based on the survey responses per self-report from 212 online …


Association Of National Covid-19 Cases With Objectively And Subjectively Measured Mental Health Proxies In The Austrian Football League–An Epidemiological Study, Antje Van Der Zee-Neuen, Alexander Seymer, Dagmar Schaffler-Schaden, Jürgen Herfert, James Óbrien, Tim Johansson, Patrick Kutschar, Stephan Ludwig, Thomas Stöggl, David Keeley, Maria Flamm, Jürgen Osterbrink Jan 2021

Association Of National Covid-19 Cases With Objectively And Subjectively Measured Mental Health Proxies In The Austrian Football League–An Epidemiological Study, Antje Van Der Zee-Neuen, Alexander Seymer, Dagmar Schaffler-Schaden, Jürgen Herfert, James Óbrien, Tim Johansson, Patrick Kutschar, Stephan Ludwig, Thomas Stöggl, David Keeley, Maria Flamm, Jürgen Osterbrink

Research outputs 2014 to 2021

We aimed to explore the association of national COVID-19 data with the objective and subjective mental health proxies (i.e. location variance, self-reported sleep quality, level of recovery, perceived risk of infection) in team and staff members of five professional Austrian Football clubs. Data were conveniently collected during the implementation of a novel monitoring concept. The concept was designed to enable safe continuation of professional Football during the COVID-19 pandemic. These data were matched with Austrian COVID-19 data and smartphone collected location data. Multivariable linear regression models explored the association of COVID-19, defined as daily novel or active Austrian cases of …