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Bayesian Methods For Graphical Models With Neighborhood Selection., Sagnik Bhadury Dec 2022

Bayesian Methods For Graphical Models With Neighborhood Selection., Sagnik Bhadury

Electronic Theses and Dissertations

Graphical models determine associations between variables through the notion of conditional independence. Gaussian graphical models are a widely used class of such models, where the relationships are formalized by non-null entries of the precision matrix. However, in high-dimensional cases, covariance estimates are typically unstable. Moreover, it is natural to expect only a few significant associations to be present in many realistic applications. This necessitates the injection of sparsity techniques into the estimation method. Classical frequentist methods, like GLASSO, use penalization techniques for this purpose. Fully Bayesian methods, on the contrary, are slow because they require iteratively sampling over a quadratic …


A Mixed Methods Assessment Of Menstrual Hygiene Management And School Attendance Among Schoolgirls In Edo State, Nigeria., Madeline Tomlinson Dec 2022

A Mixed Methods Assessment Of Menstrual Hygiene Management And School Attendance Among Schoolgirls In Edo State, Nigeria., Madeline Tomlinson

Electronic Theses and Dissertations

Menstrual hygiene in lower-middle-income countries (LMICs) is limited and has been linked to many health, educational and social effects. However, the prevalence, details, and impact of menstrual hygiene management have not been well characterized in rural and peri-urban settings across Nigeria. The overall purpose of this research was to investigate menstrual hygiene management (MHM) among adolescent schoolgirls in peri-urban areas of Edo State, Nigeria; and to determine the educational consequences associated with poor MHM. MHM was measured using previously validated questions that were adapted after a formative assessment of MHM within the Edo State community. We used a mixed methods …


When The Costs Outweigh The Benefits: Examining Variations In Nulliparous, Term, Singleton, Vertex And Elective Cesarean Delivery Rates Across The United States, 2016-2020, Kathleen Tatro Aug 2022

When The Costs Outweigh The Benefits: Examining Variations In Nulliparous, Term, Singleton, Vertex And Elective Cesarean Delivery Rates Across The United States, 2016-2020, Kathleen Tatro

Electronic Theses and Dissertations

The overutilization of cesarean deliveries is a major public health issue in the United States (U.S.). The rates of cesarean deliveries have increased substantially from the mid 1990s. Low-risk, defined as nulliparous, term, singleton, vertex (NTSV) pregnancies with no medical indication of need, and elective cesarean deliveries have been implicated as drivers of these increases. Elective cesarean deliveries are NTSV cesarean deliveries in which no trial of labor was attempted. There is a lack of clear rationale as to the noted increases in cesarean delivery rates as the evidence shows that these procedures provide no additional health benefits to mothers …


Caregiver-Child Conversations About Sex In African American Women, Hannah King May 2022

Caregiver-Child Conversations About Sex In African American Women, Hannah King

Electronic Theses and Dissertations

Using grounded theory methods, this study examines the experience of African American women during their caregiver-child conversations about sex and the impacts of the conversations on their sexual attitudes. The process of these conversations begins with an unplanned topic and progresses further to identify six essential themes of these conversations: gender differences, race and religion, protective/emphasis on protection, lack of knowledge, withholding knowledge, and sex negativity/shame. African American women’s description of the process included feelings of shame and negativity towards their sexuality. Caregivers promoted positive messages about sex by having open conversations that advocated for equality between the genders, empower …


Protest-Related Tear Gas Exposure And Menstrual Function, Emily Kathleen (Steinmetz) Reece May 2022

Protest-Related Tear Gas Exposure And Menstrual Function, Emily Kathleen (Steinmetz) Reece

Electronic Theses and Dissertations

During the racial justice protests of 2020 and 2021, crowd control chemical irritants (referred to as “tear gas”) were deployed against protesters, after which there were anecdotal reports of altered menstrual cycles among exposed individuals. There is only one peer reviewed published study on tear gas exposure and menstrual health. This study examined whether tear gas exposure was associated with menstrual cycle outcomes among women attending the 2020-2021 protests. Data from 103 women who attended racial justice protests in 2020 and 2021 were collected through an online questionnaire. Data included protest attendance, acute symptoms of tear gas exposure, whether medical …


Exploring The Relationship Between Historical Redlining And Place-Based Reproductive Health Inequities: A Qualitative Gis Approach, Kristi L. Roybal Jan 2022

Exploring The Relationship Between Historical Redlining And Place-Based Reproductive Health Inequities: A Qualitative Gis Approach, Kristi L. Roybal

Electronic Theses and Dissertations

Individual-level risk factors and characteristics do not fully explain racial, ethnic, and socioeconomic inequities in preterm birth in the United States, and evidence suggests that medical advancements, increased access to prenatal care, and high per-capita spending on health care have done little to reduce these inequities. Health inequities research has shifted its attention from individual-level factors that influence health outcomes to the social determinants of health. Neighborhoods, considered an important upstream social determinant of health, can influence health outcomes through their social, service, and physical environments, and have been consistently linked to birth outcomes. Despite increased attention to neighborhood influences …