Ethnic disparity in diagnosing asymptomatic bacterial vaginosis using machine learning.

While machine learning (ML) has shown great promise in medical diagnostics, a major challenge is that ML models do not always perform equally well among ethnic groups. This is alarming for women's health, as there are already existing health disparities that vary by ethnicity. Bacterial Vaginosis (BV) is a common vaginal syndrome among women of reproductive age and has clear diagnostic differences among ethnic groups. Here, we investigate the ability of four ML algorithms to diagnose BV. We determine the fairness in the prediction of asymptomatic BV using 16S rRNA sequencing data from Asian, Black, Hispanic, and white women. General purpose ML model performances vary based on ethnicity. When evaluating the metric of false positive or false negative rate, we find that models perform least effectively for Hispanic and Asian women. Models generally have the highest performance for white women and the lowest for Asian women. These findings demonstrate a need for improved methodologies to increase model fairness for predicting BV.

Improving Racial and Ethnic Equity in Clinical Trials Enrolling Pregnant and Lactating Individuals.

Racial and ethnic marginalized populations have historically been poorly represented, underrecruited, and underprioritized across clinical trials enrolling pregnant and lactating individuals. The objectives of this review are to describe the current state of racial and ethnic representation in clinical trials enrolling pregnant and lactating individuals and to propose evidence-based tangible solutions to achieving equity in these clinical trials. Despite efforts from federal and local organizations, only marginal progress has been made toward achieving equity in clinical research. This continued limited inclusion and transparency in pregnancy trials exacerbates health disparities, limits the generalizability of research findings, and may heighten the maternal child health crisis in the United States. Racial and ethnic underrepresented communities are willing to participate in research; however, they face unique barriers to access and participation. Multifaceted approaches are required to facilitate the participation of marginalized individuals in clinical trials including partnering with the local community to understand their priorities, needs, and assets; establishing accessible recruitment strategies; creating flexible protocols; supporting participants for their time; and increasing culturally congruent and/or culturally sensitive research staff. This article also highlights exemplars in pregnancy research.

Innovations in Breastfeeding Support.

Despite the numerous benefits that breastfeeding confers to those who breastfeed and their infants, the United States' exclusive breastfeeding rates and any breastfeeding rates at 12 months remain low and inequitable. This public health crisis has been prioritized in the US Healthy People 2030 goals. Current evidence-based practices to support lactation have afforded limited progress, thus, achieving national breastfeeding goals requires innovative ideas in thinking, technology, and care. This article highlights potential innovative strategies in the field of lactation to improve outcomes and work toward achieving health equity, while underscoring the critical role that perinatal caregivers play in lactation support.

Enabling Breastfeeding to Support Lifelong Health for Mother and Child.

The health benefits of breastfeeding are well documented, and more than 80% of US women initiate breastfeeding; however, mothers in the United States face substantial challenges in meeting their personal breastfeeding goals, with approximately 60% weaning earlier than they had intended. In addition, there are significant racial/ethnic inequities in infant-feeding behaviors, and these inequities are a major public health concern. Enabling women to meet their breastfeeding goals is a public health priority. Infant feeding should be addressed as a modifiable health behavior, rather than a lifestyle choice.

Historical Antecedents of Breastfeeding for African American Women: from the Pre-Colonial Period to the Mid-Twentieth Century.

INTRODUCTION: African American women have much lower breastfeeding rates than other racial and ethnic groups in the USA. While researchers are beginning to explore contemporary factors contributing to this inequality, much less research has been devoted to the historical conditions that have contributed to these disparities. AIM: The aim of this paper was to describe the social, economic, and political factors that have influenced African American breastfeeding behavior in the USA from the colonial era through the mid-twentieth century. METHODS: A thematic analysis was conducted across multiple databases and sources. A social history framework, which focuses on the experiences of ordinary people and events, was used to identify and integrate themes found within the reviewed literature. RESULTS: Three themes emerged: (1) Labor forces and other socio-cultural factors affected feeding practices and communal caregiving; (2) history of supplementation; and (3) influence of medicalization of birth and mobility on infant feeding in the twentieth century. These themes illustrate how African American women's ability to breastfeed has been significantly constrained throughout the U.S. HISTORY: Supplementation with non-human milk substitutes and communal caregiving helped African American women navigate infant rearing under adverse socioeconomic circumstances. CONCLUSIONS: Social, political, and economic factors have contributed significantly to African American women's ability to breastfeed throughout the U.S. HISTORY: Understanding the influences of historical antecedents on breastfeeding decisions over time may be key to finding effective interventions that might increase breastfeeding rates within this population.

Prenatal Screening for Thrombophilias: Indications and Controversies, an Update.

Pregnancy is associated with increased clotting potential and decreased fibrinolysis. Women with thrombophilias have an increased risk of venous thromboembolism during pregnancy. At least 50% of cases of venous thromboembolism in pregnant women are associated with an inherited or acquired thrombophilia. Acquired thrombophilias have also been linked with adverse pregnancy outcomes such as recurrent pregnancy loss, intrauterine fetal demise, early onset severe preeclampsia, placental abruption, and fetal growth restriction. This article addresses indications for thrombophilia testing, the appropriate laboratory tests, and timing of testing to ensure reliability of results.