The Association Between State-Level Racial Attitudes Assessed From Twitter Data and Adverse Birth Outcomes: Observational Study
BackgroundIn the United States, racial disparities in birth outcomes persist and have been widening. Interpersonal and structural racism are leading explanations for the continuing racial disparities in birth outcomes, but research to confirm the role of racism and evaluate trends in the impact of racism on health outcomes has been hampered by the challenge of measuring racism. Most research on discrimination relies on self-reported experiences of discrimination, and few studies have examined racial attitudes and bias at the US national level.ObjectiveThis study aimed to investigate the associations between state-level Twitter-derived sentiments related to racial or ethnic minorities and birth outcomes.MethodsWe utilized Twitter’s Streaming application programming interface to collect 26,027,740 tweets from June 2015 to December 2017, containing at least one race-related term. Sentiment analysis was performed using support vector machine, a supervised machine learning model. We constructed overall indicators of sentiment toward minorities and sentiment toward race-specific groups. For each year, state-level Twitter-derived sentiment data were merged with birth data for that year. The study participants were women who had singleton births with no congenital abnormalities from 2015 to 2017 and for whom data were available on gestational age (n=9,988,030) or birth weight (n=9,985,402). The main outcomes were low birth weight (birth weight ≤2499 g) and preterm birth (gestational age <37 weeks). We estimated the incidence ratios controlling for individual-level maternal characteristics (sociodemographics, prenatal care, and health behaviors) and state-level demographics, using log binomial regression models.ResultsThe accuracy for identifying negative sentiments on comparing the machine learning model to manually labeled tweets was 91%. Mothers living in states in the highest tertile for negative sentiment tweets referencing racial or ethnic minorities had greater incidences of low birth weight (8% greater, 95% CI 4%-13%) and preterm birth (8% greater, 95% CI 0%-14%) compared with mothers living in states in the lowest tertile. More negative tweets referencing minorities were associated with adverse birth outcomes in the total population, including non-Hispanic white people and racial or ethnic minorities. In stratified subgroup analyses, more negative tweets referencing specific racial or ethnic minority groups (black people, Middle Eastern people, and Muslims) were associated with poor birth outcomes for black people and minorities.ConclusionsA negative social context related to race was associated with poor birth outcomes for racial or ethnic minorities, as well as non-Hispanic white people.
- Research Article
244
- 10.1016/j.socscimed.2011.01.013
- Feb 4, 2011
- Social Science & Medicine
Explaining racial disparities in adverse birth outcomes: Unique sources of stress for Black American women
- Discussion
15
- 10.1016/j.pedn.2021.09.021
- Oct 8, 2021
- Journal of Pediatric Nursing
Beyond access, proximity to care, and healthcare use: sustained racial disparities in perinatal outcomes due to marginalization-related diminished returns and racism
- Abstract
- 10.1016/j.ajog.2021.11.1064
- Dec 23, 2021
- American Journal of Obstetrics and Gynecology
Racial disparities in birth outcomes following assisted reproduction
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47
- 10.18043/ncm.67.1.16
- Jan 1, 2006
- North Carolina Medical Journal
Racial disparities in birth outcomes persist in North Carolina and the United States. We examined patterns of birth outcomes and womens health measures in North Carolina by race and age to portray the largest disparities. We wanted to see if our data were consistent with the "weathering hypothesis," which holds that the health of African American women may begin to deteriorate in early adulthood, with negative effects on birth outcomes. We conducted a descriptive analysis of 1999-2003 North Carolina live birth and infant death records and 2001-2003 Behavioral Risk Factor Surveillance System survey data. Birth outcome measures examined were low birth weight, very low birth weight, infant mortality neonatal mortality and postneonatal mortality. Womens health measures examined were obesity self-reported health status, high blood pressure, high cholesterol, current smoking, and smoking during pregnancy. Rates for whites and African Americans were compared for each of three age groups. Racial disparities in birth outcomes increase with increasing maternal age. African American teens often experience better birth outcomes than older African American women. Racial disparities in measures of womens health also increase with increasing age. Health problems among older African American women of reproductive age may contribute substantially to racial disparities in birth outcomes. Improving the health of older African American women may be an effective strategy to reduce the overall racial disparities in birth outcomes.
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745
- 10.1016/j.amepre.2010.05.012
- Aug 13, 2010
- American Journal of Preventive Medicine
Socioeconomic Disparities in Adverse Birth Outcomes: A Systematic Review
- Research Article
7
- 10.1007/s10995-017-2343-7
- Jul 28, 2017
- Maternal and child health journal
Objectives African Americans are two times more likely to suffer adverse birth outcomes (i.e., low birth weight, preterm birth, and infant mortality) when compared to all other ethnic groups and this pattern is no different for Douglas County, Nebraska, where the majority of African Americans in Nebraska reside. Our goal was to identify factors, as described by local women, that contribute to adverse birth outcomes in the predominantly African American community of Northeast Douglas County in Omaha, NE, to ensure that these women's voices were included in the development of interventions to improve their neighborhood's birth outcomes. The paper describes the results of a qualitative needs assessment of these women which will aid in the design and implementation of neighborhood-based solutions. Methods We brought together a group of women with varying levels of birthing experience, time spent living in the neighborhood, and overall community involvement. Individual in-depth, in person, and telephone interviews were used to collect participants' perceptions of birth outcomes, neighborhood resources for pregnant women, and neighborhood strengths and weaknesses. Results The needs assessment identified that, although women in this neighborhood have experience with adverse birth outcomes, these experiences are not discussed resulting in a lack of awareness of the wide spread racial disparities in birth outcomes and the efforts and resources to address this public health problem. Conclusions for Practice This study reveals the power of direct conversations with women impacted by adverse birth outcomes, as they must be primary partners in any efforts to improve birth outcomes.
- Research Article
38
- 10.1001/dmp.2010.15
- Sep 1, 2010
- Disaster Medicine and Public Health Preparedness
To examine how the demographic and other population changes affected birth and obstetric outcomes in Louisiana, and the effect of the hurricane on racial disparities in these outcomes. Vital statistics data were used to compare the incidence of low birth weight (LBW) (<2500 g), preterm birth (PTB) (37 weeks' gestation), cesarean section, and inadequate prenatal care (as measured by the Kotelchuck index), in the 2 years after Katrina compared to the 2 years before, for the state as a whole, region 1 (the area around New Orleans), and Orleans Parish (New Orleans). Logistic models were used to adjust for covariates. After adjustment, rates of LBW rose for the state, but preterm birth did not. In region 1 and Orleans Parish, rates of LBW and PTB remained constant or fell. These patterns were all strongest in African American women. Rates of cesarean section and inadequate prenatal care rose. Racial disparities in birth outcomes remained constant or were reduced. Although risk of LBW/PTB remained higher in African Americans, the storm does not appear to have exacerbated health disparities, nor did population shifts explain the changes in birth and obstetric outcomes.
- Research Article
12
- 10.1001/jamanetworkopen.2023.6173
- Mar 31, 2023
- JAMA Network Open
The US has high rates of adverse birth outcomes, with substantial racial disparities augmented by stress and neighborhood disadvantage. Black people are more likely to live in neighborhoods with high rates of incarceration, which is a source of both stress and neighborhood disadvantage and, thus, may contribute to adverse birth outcomes. To determine whether neighborhoods with high incarceration rates also have higher rates of adverse birth outcomes compared with neighborhoods with lower rates. This cross-sectional study used publicly available data from the New York City Department of Health (2010-2014). Censored Poisson regression, with the US Census tract as the unit of analysis, was used to examine the association of neighborhood incarceration rate and birth outcomes. Multivariable models included percentage of births aggregated to the Census tract by maternal factors (age, parity, singleton vs multiple birth, insurance, and race) and neighborhood factors (poverty, education, and violent crime). Analyses were performed between May 2021 and October 2022. Neighborhood incarceration rate, categorized into quintiles. The primary outcome was the incidence rate ratio (IRR) of preterm birth and low birth weight. Secondary outcomes were IRRs of very preterm birth, extremely preterm birth, and very low birth weight. Hypotheses were formulated before data collection. Among 2061 Census tracts with 562 339 births, incarceration rates varied from 0 to 4545 people incarcerated per 100 000, and high-incarceration neighborhoods had more residents of Black race (54.00% vs 1.90%), living in poverty (32.30% vs 10.00%), and without a general educational development equivalent (28.00% vs 12.00%) compared with low-incarceration neighborhoods. In fully adjusted models, high-incarceration neighborhoods had a 13% higher IRR of preterm birth (IRR, 1.13; 95% CI, 1.08-1.18), 45% higher IRR of very preterm birth (IRR, 1.45; 95% CI, 1.24-1.71), 125% higher IRR of extremely preterm birth (IRR, 2.25; 95% CI, 1.59-3.18), 10% higher IRR of low birth weight (IRR, 1.10; 95% CI, 1.05-1.16), and 52% higher IRR of very low birth weight compared with low-incarceration neighborhoods (IRR, 1.52; 95% CI, 1.28-1.81). Neighborhood incarceration rate was positively associated with adverse birth outcomes, particularly those associated with infant mortality. Black people were significantly more likely to live in high-incarceration neighborhoods, suggesting that mass incarceration may contribute to racial disparities in birth outcomes.
- Research Article
927
- 10.1023/a:1022537516969
- Mar 1, 2003
- Maternal and Child Health Journal
In the United States, Black infants have significantly worse birth outcomes than do White infants. The cause of these persisting racial disparities remains unexplained. Most extant studies focus on differential exposures to protective and risk factors during pregnancy, such as current socioeconomic status, maternal risky behaviors, prenatal care, psychosocial stress, or perinatal infections. These risk factors during pregnancy, however, do not adequately account for the disparities. We conducted a literature review for longitudinal models of health disparities, and presented a synthesis of two leading models, using a life-course perspective. Traditional risk factors during pregnancy are then reexamined within their life-course context. We conclude with a discussion of the limitations and implications of the life-course perspective for future research, practice, and policy development. Two leading longitudinal models of health disparities were identified and discussed. The early programming model posits that exposures in early life could influence future reproductive potential. The cumulative pathways model conceptualizes decline in reproductive health resulting from cumulative wear and tear to the body's allostatic systems. We propose a synthesis of these two models, using the life-course perspective. Disparities in birth outcomes are the consequences of differential developmental trajectories set forth by early life experiences and cumulative allostatic load over the life course. Future research on racial disparities in birth outcomes needs to examine differential exposures to risk and protective factors not only during pregnancy, but over the life course of women. Eliminating disparities requires interventions and policy development that are more longitudinally and contextually integrated than currently prevail.
- Research Article
3
- 10.2196/44990
- Apr 28, 2023
- Journal of Medical Internet Research
Large racial and ethnic disparities in adverse birth outcomes persist. Increasing evidence points to the potential role of racism in creating and perpetuating these disparities. Valid measures of area-level racial attitudes and bias remain elusive, but capture an important and underexplored form of racism that may help explain these disparities. Cultural values and attitudes expressed through social media reflect and shape public norms and subsequent behaviors. Few studies have quantified attitudes toward different racial groups using social media with the aim of examining associations with birth outcomes. We used Twitter data to measure state-level racial sentiments and investigate associations with preterm birth (PTB) and low birth weight (LBW) in a multiracial or ethnic sample of mothers in the United States. A random 1% sample of publicly available tweets from January 1, 2011, to December 31, 2021, was collected using Twitter's Academic Application Programming Interface (N=56,400,097). Analyses were on English-language tweets from the United States that used one or more race-related keywords. We assessed the sentiment of each tweet using support vector machine, a supervised machine learning model. We used 5-fold cross-validation to assess model performance and achieved high accuracy for negative sentiment classification (91%) and a high F1 score (84%). For each year, the state-level racial sentiment was merged with birth data during that year (~3 million births per year). We estimated incidence ratios for LBW and PTB using log binomial regression models, among all mothers, Black mothers, racially minoritized mothers (Asian, Black, or Latina mothers), and White mothers. Models were controlled for individual-level maternal characteristics and state-level demographics. Mothers living in states in the highest tertile of negative racial sentiment for tweets referencing racial and ethnic minoritized groups had an 8% higher (95% CI 3%-13%) incidence of LBW and 5% higher (95% CI 0%-11%) incidence of PTB compared to mothers living in the lowest tertile. Negative racial sentiment referencing racially minoritized groups was associated with adverse birth outcomes in the total population, among minoritized mothers, and White mothers. Black mothers living in states in the highest tertile of negative Black sentiment had 6% (95% CI 1%-11%) and 7% (95% CI 2%-13%) higher incidence of LBW and PTB, respectively, compared to mothers living in the lowest tertile. Negative Latinx sentiment was associated with a 6% (95% CI 1%-11%) and 3% (95% CI 0%-6%) higher incidence of LBW and PTB among Latina mothers, respectively. Twitter-derived negative state-level racial sentiment toward racially minoritized groups was associated with a higher risk of adverse birth outcomes among the total population and racially minoritized groups. Policies and supports establishing an inclusive environment accepting of all races and cultures may decrease the overall risk of adverse birth outcomes and reduce racial birth outcome disparities.
- Research Article
3
- 10.2139/ssrn.1800134
- Apr 4, 2011
- SSRN Electronic Journal
Substantial racial disparities continue to persist in the prevalence of preterm births and low- birth-weight births. Health policy aimed at reducing these disparities could be better targeted if the differences in birth outcomes are better understood. This study decomposes these racial disparities in birth outcomes to determine the extent to which the disparities are driven by differences in measurable characteristics of black mothers and white mothers as well as the extent to which the gap results from differences in the impact of these characteristics. The analysis is focused on three adverse birth outcomes: preterm, early preterm birth (less than 32 weeks gestation), and low birth weight. The results suggest that differences in covariates accounted for approximately 25 percent of the gap in the incidence of preterm births. The specific characteristics that matter the most are marriage rates, father's characteristics, and prenatal care. For gestation-adjusted birth weight, approximately 16 percent of the racial gap for first births is explained by covariates; for subsequent births this covariate explanation rises to 22 percent of the gap. Furthermore, differences in coefficients explain about another quarter of the gap in preterm birth outcomes but very little of the gap in birth weight. JEL classification: I1
- Research Article
16
- 10.1111/juaf.12261
- Oct 1, 2016
- Journal of Urban Affairs
ABSTRACT:One of the major challenges in researching neighborhoods and birth outcomes today concerns access to neighborhood-level data. The present study combines local data from the Pittsburgh Neighborhood and Community Information System with data from the national American Community Survey to examine the relationship between adverse birth outcomes (i.e., low birth weight, preterm birth, and infant mortality) and neighborhood distress. We examine racial differences in neighborhood distress using the census-based measure of socioeconomic disadvantage as well as measures of abandonment from local data sources, including vacancy, violence, tax delinquency, property sales, and property conditions. Results reveal significant differences in neighborhood distress by race for every aspect examined. Furthermore, findings show that abandonment-related measures explain a substantial portion of variation in adverse birth outcomes, with tax delinquency explaining more variation than socioeconomic disadvantage. We discuss the implications of these findings for future research and for strategies to reduce racial disparities in birth outcomes.
- Research Article
13
- 10.1093/aje/kwu023
- Mar 11, 2014
- American Journal of Epidemiology
Skin color has been proposed to contribute to race-based health disparities in the United States because of differences in ultraviolet (UV) light-induced vitamin D synthesis. The prediction of this hypothesis, herein named the UVD hypothesis, is that racial disparities in health outcomes are correlated with UV light availability. This paper investigates whether UV light availability is associated with disparities in the rates of low birth weight (LBW) and preterm birth (PTB) between whites and blacks, because these outcomes are thought to be influenced by vitamin D status and to shape disease risk in later life. Data on LBW and PTB from 2007 (n = 2,825,620 births) were compared with data on UV light exposure across the United States. Contrary to the predictions of the UVD hypothesis, LBW and PTB rate disparities were greatest in states with the highest UV light exposure. Notably, income inequality was positively and significantly related to LBW and PTB disparities, even after controlling for UV light availability. The results of this analysis demonstrate that there is a significant environmental gradient in racial disparities in birth outcomes in the United States, but other social or environmental factors associated with living in the southern United States are likely stronger contributors to disparities in birth outcomes than UV light-induced vitamin D status.
- Research Article
- 10.1542/peds.2024-067043e
- Nov 1, 2024
- Pediatrics
The fetal and infant mortality review (FIMR) process is a community-oriented strategy focused on improving the health services systems for pregnant persons, infants, and their families. FIMR helps communities to understand and change systems that contribute to racial disparities in birth outcomes. FIMR equally values the medical and social services delivery records and the personal narratives of families who have suffered a fetal or infant loss when creating the de-identified case summaries to be reviewed by teams. A two-tiered process, FIMR uses a multidisciplinary Case Review Team (CRT) as the information processor and the Community Action Team (CAT) as the action arm of the process. Pediatricians are vital to both teams, helping to bring about systems change to improve maternal and child health. This paper examines how the well-established FIMR team serving Indianapolis (Marion County, IN) worked to build the capacity of its CAT to address racial disparities in birth outcomes through 5 distinct steps: focus on the primary causes of local fetal or infant mortality, focus on neighborhoods with the highest stable fetal or infant mortality rates, designation of a CAT leader, creation of a culture of regular CAT meetings inclusive of a health-equity skill building curriculum, and inclusion of Grassroots Maternal and Child Health Leaders on the CAT. This paper demonstrates how the synergy between local organizations and community members can effectively address racial disparities in birth outcomes.
- Research Article
189
- 10.1053/j.semperi.2017.07.002
- Aug 18, 2017
- Seminars in Perinatology
Birth outcome racial disparities: A result of intersecting social and environmental factors
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