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13 pages, 403 KiB  
Article
“It All Starts by Listening:” Medical Racism in Black Birthing Narratives and Community-Identified Suggestions for Building Trust in Healthcare
by Jasmine Y. Zapata, Laura E. T. Swan, Morgan S. White, Baillie Frizell-Thomas and Obiageli Oniah
Int. J. Environ. Res. Public Health 2025, 22(8), 1203; https://doi.org/10.3390/ijerph22081203 - 31 Jul 2025
Abstract
This study documents Black Wisconsinites’ birthing experiences and their proposed solutions to improve Black birthing people’s trust in healthcare. Between 2019 and 2022, we conducted semi-structured, longitudinal interviews (both individual and focus group interviews) with those enrolled in a local perinatal support group [...] Read more.
This study documents Black Wisconsinites’ birthing experiences and their proposed solutions to improve Black birthing people’s trust in healthcare. Between 2019 and 2022, we conducted semi-structured, longitudinal interviews (both individual and focus group interviews) with those enrolled in a local perinatal support group program for Black birthing people (N = 25), asking about their pregnancy, birthing, and postpartum experiences and their ideas for building trust in healthcare. Using the Daughtering Method and Braun and Clarke’s method of reflexive thematic analysis, we coded the interview data and then iteratively collated the codes into themes and subthemes. Participants described experiencing medical racism, including healthcare trauma and provider bias, during pregnancy and delivery. They drew connections between those experiences and the distrust they felt toward healthcare providers and the healthcare system. They provided actionable strategies that individual providers and the healthcare system can take to build the trust of Black birthing people: employ more Black providers, listen to Black birthing people, exhibit cultural humility, engage in shared decision-making, build personal connections with patients, and spend more time with patients. This study connects Black birthing people’s experiences of medical racism to feelings of medical distrust and provides community-identified actionable suggestions to build trust and shape how we combat racial disparities in healthcare provision and health outcomes. Full article
(This article belongs to the Special Issue Understanding and Addressing Factors Related to Health Inequalities)
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18 pages, 778 KiB  
Article
The Effects of Handedness Consistency on the Identification of Own- and Cross-Race Faces
by Raymond P. Voss, Ryan Corser, Stephen Prunier and John D. Jasper
Brain Sci. 2025, 15(8), 828; https://doi.org/10.3390/brainsci15080828 (registering DOI) - 31 Jul 2025
Abstract
Background/Objectives: People are better at recognizing the faces of racial in-group members than out-group members. This own-race bias relies on pattern recognition and memory processes, which rely on hemispheric specialization. We hypothesized that handedness, a proxy for hemispheric specialization, would moderate own-race [...] Read more.
Background/Objectives: People are better at recognizing the faces of racial in-group members than out-group members. This own-race bias relies on pattern recognition and memory processes, which rely on hemispheric specialization. We hypothesized that handedness, a proxy for hemispheric specialization, would moderate own-race bias. Specifically, consistently handed individuals perform better on tasks that require the hemispheres to work independently, while inconsistently handed individuals perform better on tasks that require integration. This led to the hypothesis that inconsistently handed individuals would show less own-race bias, driven by an increase in accuracy. Methods: 281 participants completed the study in exchange for course credit. Of those, the sample was isolated to Caucasian (174) and African American individuals (41). Participants were shown two target faces (one Caucasian and one African American), given several distractor tasks, and then asked to identify the target faces during two sequential line-ups, each terminating when participants made an identification judgment. Results: Continuous handedness score and the match between participant race and target face race were entered into a binary logistic regression predicting correct/incorrect identifications. The overall model was statistically significant, Χ2 (3, N = 430) = 11.036, p = 0.012, Nagelkerke R2 = 0.038, culminating in 76% correct classifications. Analyses of the parameter estimates showed that the racial match, b = 0.53, SE = 0.23, Wald Χ2 (1) = 5.217, p = 0.022, OR = 1.703 and the interaction between handedness and the racial match, b = 0.51, SE = 0.23, Wald test = 4.813, p = 0.028, OR = 1.671 significantly contributed to the model. The model indicated that the probability of identification was similar for own- or cross-race targets amongst inconsistently handed individuals. Consistently handed individuals, by contrast, showed an increase in accuracy for the own-race target and a decrease in accuracy for cross-race targets. Conclusions: Results partially supported the hypotheses. Inconsistently handed individuals did show less own-race bias. This finding, however, seemed to be driven by differences in accuracy amongst consistently handed individuals rather than a hypothesized increase in accuracy amongst inconsistently handed individuals. Underlying hemispheric specialization, as measured by proxy with handedness, may impact the own-race bias in facial recognition. Future research is required to investigate the mechanisms, however, as the directional differences were different than hypothesized. Full article
(This article belongs to the Special Issue Advances in Face Perception and How Disorders Affect Face Perception)
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11 pages, 262 KiB  
Article
Use of a Peer Equity Navigator Intervention to Increase Access to COVID-19 Vaccination Among African, Caribbean and Black Communities in Canada
by Josephine Etowa, Ilene Hyman and Ubabuko Unachukwu
Int. J. Environ. Res. Public Health 2025, 22(8), 1195; https://doi.org/10.3390/ijerph22081195 - 31 Jul 2025
Viewed by 55
Abstract
African, Caribbean, and Black (ACB) communities face increased COVID-19 morbidity and mortality, coupled with significant barriers to vaccine acceptance and uptake. Addressing these challenges requires innovative, multifaceted strategies. Peer-led interventions, grounded in critical health literacy (CHL) and critical racial literacy (CRL), and integrating [...] Read more.
African, Caribbean, and Black (ACB) communities face increased COVID-19 morbidity and mortality, coupled with significant barriers to vaccine acceptance and uptake. Addressing these challenges requires innovative, multifaceted strategies. Peer-led interventions, grounded in critical health literacy (CHL) and critical racial literacy (CRL), and integrating collaborative equity learning processes, can enhance community capacity, empowerment, and health outcomes, contributing to long-term health equity. This paper describes and presents the evaluative outcomes of a peer-led intervention aimed at enhancing COVID-19 vaccine confidence and acceptance. The Peer-Equity Navigator (PEN) intervention consisted of a specialized training curriculum grounded in CHL and CRL. Following training, PENs undertook a 5-month practicum in community or health settings, engaging in diverse outreach and educational activities to promote vaccine literacy in ACB communities. The evaluation utilized a modified Reach, Effectiveness, Adoption, Implementation, and Maintenance (RE-AIM) Framework, using quantitative and qualitative methods to collect data. Sources of data included tracking records with community feedback, and a PEN focus group, to assess program feasibility, outreach, and effectiveness. From 16 September 2022, to 28 January 2023, eight trained PENs conducted 56+ community events, reaching over 1500 community members. Both PENs and community members reported high engagement, endorsing peer-led, community-based approaches and increased vaccine literacy. The PEN approach proves feasible, acceptable, and effective in promoting positive health behaviors among ACB communities. This intervention has clear implications for health promotion practice, policy, and research in equity-deserving communities, including immigrants and refugees, who also face multiple and intersecting barriers to health information and care. Full article
18 pages, 955 KiB  
Article
Unequal Burdens: Exploring Racial Disparities in Cardiovascular and SLE Outcomes Using National Inpatient Database 2016–2021
by Freya Shah, Siddharth Pravin Agrawal, Darshilkumar Maheta, Jatin Thukral and Syeda Sayeed
Rheumato 2025, 5(3), 10; https://doi.org/10.3390/rheumato5030010 - 30 Jul 2025
Viewed by 143
Abstract
Background: Systemic lupus erythematosus (SLE) is a chronic autoimmune disorder with significant racial and ethnic disparities in prevalence, disease severity, and outcomes. Cardiovascular complications, including pericarditis, myocarditis, valvular disease, and conduction abnormalities, contribute to increased morbidity and mortality in SLE patients. This study [...] Read more.
Background: Systemic lupus erythematosus (SLE) is a chronic autoimmune disorder with significant racial and ethnic disparities in prevalence, disease severity, and outcomes. Cardiovascular complications, including pericarditis, myocarditis, valvular disease, and conduction abnormalities, contribute to increased morbidity and mortality in SLE patients. This study examines racial and ethnic disparities in cardiovascular outcomes among hospitalized SLE patients in the United States. Methods: This retrospective study utilized the National Inpatient Sample (NIS) database from 2016 to 2021 to analyze hospitalizations of adult patients (≥18 years) with a primary or secondary diagnosis of SLE. Patients were stratified into racial/ethnic groups: White, Black, Hispanic, Asian, Native American, and Other. Primary outcomes include major adverse cardiovascular events (MACEs), which are a composite of in-hospital mortality, myocardial infarction (MI), sudden cardiac death, and other SLE-related outcomes including cardiac, pulmonary, and renal involvement. Statistical analyses included multivariable logistic regression models adjusted for demographic, socioeconomic, and hospital-related factors to assess racial disparities. Results: The study included 514,750 White, 321,395 Black, and 146,600 Hispanic patients, with smaller proportions of Asian, Native American, and Other racial groups. Black patients had significantly higher odds of in-hospital mortality (OR = 1.17, 95% CI = 1.08–1.26, p < 0.001) and sudden cardiac death (OR = 1.64, 95% CI = 1.46–1.85, p < 0.001) compared to White patients. Asian patients also exhibited increased mortality risk (OR = 1.37, 95% CI = 1.14–1.63, p = 0.001) as compared to Whites. Conversely, Black (OR = 0.90, 95% CI = 0.85–0.96, p = 0.01) and Hispanic (OR = 0.87, 95% CI = 0.80–0.96, p = 0.03) patients had lower odds of MI. Racial disparities in access to care, socioeconomic status, and comorbidity burden may contribute to these differences. Conclusion: Significant racial and ethnic disparities exist in cardiovascular outcomes among hospitalized SLE patients. Black and Asian individuals face higher in-hospital all-causes mortality and sudden cardiac death risks, while Black and Hispanic patients exhibit lower MI rates. Addressing social determinants of health, improving access to specialized care, and implementing targeted interventions may reduce disparities and improve outcomes in minority populations with SLE. Full article
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13 pages, 689 KiB  
Article
Mediation Analysis to Investigate Differences in Prostate Cancer Diagnosis Stage Through Environmental Risk Factors in Louisiana
by Nubaira Rizvi, Randy Hamilton, Xiao-Cheng Wu, Michael D. Celestin, Tung-Sung Tseng and Qingzhao Yu
Curr. Oncol. 2025, 32(8), 416; https://doi.org/10.3390/curroncol32080416 - 24 Jul 2025
Viewed by 208
Abstract
Prostate Cancer (PCa) is the most commonly diagnosed cancer and the second leading cause of cancer death among men. In Louisiana (LA), Black men are disproportionately diagnosed at later stages compared to White men. This study explores environmental risk factors as potential intermediate [...] Read more.
Prostate Cancer (PCa) is the most commonly diagnosed cancer and the second leading cause of cancer death among men. In Louisiana (LA), Black men are disproportionately diagnosed at later stages compared to White men. This study explores environmental risk factors as potential intermediate variables linking race to cancer diagnosis stage. The Louisiana Tumor Registry data included 24,647 male patients diagnosed with PCa in LA between 2010 and 2018. Among them, 15,875 (64.40%) were Caucasian American (CA) and 8772 (35.59%) African American (AA). Mediation analysis using multiple additive regression trees (MART) identified possible intermediate variables that potentially explain the observed disparity. The study found that individual characteristics and environmental factors jointly explained 84% (95% CI: 44.1%, 94.6%) and 18.6% (95% CI: 7.3%, 53.7%) of the observed racial disparity in PCa stage at diagnosis, respectively. Individual factors included BMI (35.9%), marital status (28.5%), CDI (8.2%), female-headed households (2.3%), comorbidity (3.9%), and insurance status (6.3%). Environmental contributors included cancer risk due to air toxicity exposure (7.2%), asthma prevalence (6.6%), acetaldehyde levels (2.1%), railroad proximity (2.1%), walkability (0.3%), and ozone level (−0.1%). Environmental factors jointly played a significant role in the observed racial disparity. The factors such as air toxicity, acetaldehyde levels, and asthma prevalence highlight the need to address industrial pollutants to reduce the differences. Full article
(This article belongs to the Special Issue New and Emerging Trends in Prostate Cancer)
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11 pages, 213 KiB  
Essay
“Turns Out, I’m 100% That B—”: A Scholarly Essay on DNA Ancestry Tests and Family Relationships
by Lisa Delacruz Combs
Genealogy 2025, 9(3), 73; https://doi.org/10.3390/genealogy9030073 - 24 Jul 2025
Viewed by 272
Abstract
With increasing attention on DNA ancestry tests, scholars have explored how these tests inform modern understandings of race. Current research reveals the flaws and misinterpretations that arise when DNA tests, such as those offered by 23andMe and AncestryDNA, are used as a proxy [...] Read more.
With increasing attention on DNA ancestry tests, scholars have explored how these tests inform modern understandings of race. Current research reveals the flaws and misinterpretations that arise when DNA tests, such as those offered by 23andMe and AncestryDNA, are used as a proxy for racial identity. While prominent in popular culture, the legitimacy and implications of these tests remain contested in the scholarly literature. Some researchers have explored how the increased availability of DNA tests affects how multiracial individuals identify and disclose their racial and ethnic identities, though this exploration remains limited. As discourse about mixed race identity and ancestry tests becomes more nuanced, I argue for the utility of using diunital perspectives, an expansive lens that resists either/or thinking, to complicate conversations about ancestry tests and multiraciality. This scholarly essay integrates personal narrative and a genealogical deconstruction of monoracialism to explore the question, “How can DNA tests contribute to the unlearning of monoracialism?” I share two personal vignettes to illustrate how these tests can reveal a preference for discrete racial categories. Drawing from Critical Race Theory, strategic essentialism, and diunital perspectives, I examine how DNA tests intersect with identity, family, and monoracialism, concluding with implications for disrupting monoracial logics. Full article
(This article belongs to the Special Issue Exploring Family Ancestral Histories Through Genetic Genealogy)
26 pages, 333 KiB  
Article
Financial Discrimination: Consumer Perceptions and Reactions
by Miranda Reiter, Di Qing, Kenneth White and Morgen Nations
Int. J. Financial Stud. 2025, 13(3), 136; https://doi.org/10.3390/ijfs13030136 - 24 Jul 2025
Viewed by 287
Abstract
Access to traditional financial institutions plays a key role in enhancing positive financial outcomes. However, some consumers within the United States experience discrimination from these same institutions. In particular, discrimination based on race and gender has historically been tied to outcomes such as [...] Read more.
Access to traditional financial institutions plays a key role in enhancing positive financial outcomes. However, some consumers within the United States experience discrimination from these same institutions. In particular, discrimination based on race and gender has historically been tied to outcomes such as lower service quality and a lack of access to credit. While the previous literature has discussed some of the discriminatory practices that these groups have faced, there is a lack of research on how these groups respond to discrimination from financial institutions. Through a series of logistic regressions, the authors analyzed how race, ethnicity, and gender are related to reporting experiences of discrimination. The authors then explored how consumers react to discrimination by looking at five reported reactions. Primary results show that Black consumers were more likely than most other racial groups to experience financial discrimination. Additionally, women were less likely than men to report financial discrimination. Race was shown to be a significant factor in four of the five reactions to discrimination, while gender was a factor in two of the reactions. The findings further show that after experiencing financial discrimination, most individuals turned to non-traditional financial services as a direct result of the bias or racism. Full article
23 pages, 818 KiB  
Article
Polite Racism and Cultural Capital: Afro-Caribbean Negotiations of Blackness in Canada
by Karine Coen-Sanchez
Soc. Sci. 2025, 14(8), 451; https://doi.org/10.3390/socsci14080451 - 23 Jul 2025
Viewed by 709
Abstract
Blackness, both as a racial identity and a marker of cultural difference, disrupts the hegemonic norms embedded in dominant forms of cultural capital. This article examines how first- and second-generation Haitian and Jamaican communities in Ontario and Quebec negotiate Blackness within a Canadian [...] Read more.
Blackness, both as a racial identity and a marker of cultural difference, disrupts the hegemonic norms embedded in dominant forms of cultural capital. This article examines how first- and second-generation Haitian and Jamaican communities in Ontario and Quebec negotiate Blackness within a Canadian context. Drawing from international literature, it introduces distinctly Canadian concepts—such as polite racism, racial ignominy, and duplicity of consciousness—to illuminate local racial dynamics. Using Yosso’s (2005) framework of community cultural wealth, the study analyzes six forms of cultural capital—linguistic, aspirational, social, navigational, resistant, and familial—as employed by Afro-Caribbeans to navigate systemic exclusion. The article expands the limited Canadian discourse on Black identity and offers theoretical tools for understanding how cultural capital is shaped and constrained by race in multicultural democracies. Full article
(This article belongs to the Section Social Stratification and Inequality)
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18 pages, 346 KiB  
Article
Stereotyped L1 English Speakers: Attitude of US Southerners Toward L2-Accented English
by Romy Ghanem, Yongzhi Miao, Shima Farhesh and Emil Ubaldo
Languages 2025, 10(8), 178; https://doi.org/10.3390/languages10080178 - 23 Jul 2025
Viewed by 310
Abstract
The present study investigates how US Southerners perceive second language (L2) speech by recruiting 170 undergraduate students who spoke Southern American English to listen to recordings of four speakers (US, Bangladeshi, Chinese, and Saudi Arabian) and evaluate their attributes. The listeners were grouped [...] Read more.
The present study investigates how US Southerners perceive second language (L2) speech by recruiting 170 undergraduate students who spoke Southern American English to listen to recordings of four speakers (US, Bangladeshi, Chinese, and Saudi Arabian) and evaluate their attributes. The listeners were grouped based on their ethnic affiliation: African American, Anglo-American, and Asian/Hispanic/multi-racial. A random half were primed, being asked questions about whether/how other people had negatively commented on their accents. Results showed no effect of priming on speech ratings. Moreover, whilst African American and Anglo-American listeners rated L2 speakers lower than the L1 speaker in almost all aspects, Asian/Hispanic/multi-racial listeners did not. Full article
(This article belongs to the Special Issue L2 Speech Perception and Production in the Globalized World)
17 pages, 749 KiB  
Article
Teachers and Their Served Communities: Linking to Racial Disparities in In-School Suspension
by Jin Lee, Shannon Barrett Crumlish and Roslin Growe
Educ. Sci. 2025, 15(8), 940; https://doi.org/10.3390/educsci15080940 - 23 Jul 2025
Viewed by 292
Abstract
In the U.S. public school system, White middle-class female teacher workforces have dominantly served an increasing number of students of color. While the racial interplay between teachers and students has offered insightful implications for continuing disparities in student discipline, little research has been [...] Read more.
In the U.S. public school system, White middle-class female teacher workforces have dominantly served an increasing number of students of color. While the racial interplay between teachers and students has offered insightful implications for continuing disparities in student discipline, little research has been done to link the racial match of the teaching force to their served communities. This study examines how the ethnoracial congruence between teachers and populations in their school district moderates racial gaps in in-school suspension rates between White and non-White students in Tennessee. The research demonstrates that when teachers serve communities of the same race, their schools are less likely to show a substantial gap in in-school suspensions between White students and students of color. Full article
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20 pages, 1795 KiB  
Review
Sex Hormone-Binding Globulin and Metabolic Syndrome in Children and Adolescents: A Focus on Puberty
by Banu Aydin and Stephen J. Winters
Metabolites 2025, 15(8), 494; https://doi.org/10.3390/metabo15080494 - 22 Jul 2025
Viewed by 520
Abstract
Metabolic syndrome (MetS) is a cluster of conditions, including obesity, insulin resistance (IR), dyslipidemia, and hypertension, that increase the risk of cardiovascular disease (CVD) and type 2 diabetes mellitus (T2DM). While studied often in adults, the increasing prevalence of MetS in children and [...] Read more.
Metabolic syndrome (MetS) is a cluster of conditions, including obesity, insulin resistance (IR), dyslipidemia, and hypertension, that increase the risk of cardiovascular disease (CVD) and type 2 diabetes mellitus (T2DM). While studied often in adults, the increasing prevalence of MetS in children and adolescents underscores the need for its early detection and intervention. Among various biomarkers, sex hormone-binding globulin (SHBG) has gained substantial attention due to its associations with metabolic health and disease. This review provides a comprehensive overview of SHBG and its association with MetS, with a focus on the pediatric and adolescent population. The interplay between SHBG, puberty, and metabolic risk factors is explored, including racial and ethnic variations. SHBG plays a crucial role in transporting sex hormones and regulating their bioavailability and has been found to correlate inversely with obesity and IR, two key components of MetS. Puberty represents a critical period during which hormonal changes and metabolic shifts may further influence SHBG levels and metabolic health. Understanding SHBG’s role in early metabolic risk detection could provide novel insights into the prevention and management of MetS. Full article
(This article belongs to the Special Issue Puberty and the Metabolic Syndrome)
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18 pages, 246 KiB  
Article
Defiance (2008) and the Cultural Memory of Resistance in the Holocaust
by William Stewart Skiles
Religions 2025, 16(7), 936; https://doi.org/10.3390/rel16070936 - 19 Jul 2025
Viewed by 275
Abstract
The film Defiance (2008) explores the true story of the Bielski Partisans in the Second World War, led by the brothers Tuvia and Zus Bielski. While the film is in many ways a conventional action-packed war story of resistance to Nazi domination during [...] Read more.
The film Defiance (2008) explores the true story of the Bielski Partisans in the Second World War, led by the brothers Tuvia and Zus Bielski. While the film is in many ways a conventional action-packed war story of resistance to Nazi domination during the war, the filmmakers conscientiously depicted the myriad and sundry ways Jews resisted Nazi racial hatred and the attempted extermination of European Jewry. The Bielski partisans are portrayed as violently opposing the Nazi domination and their Belorussian supporters in armed conflict; as engaging in acts of sabotage and destruction to hamper the Axis war effort; as preserving and engaging in Jewish culture and religion to ensure its propagation, even in the most extreme of circumstances; and as continually struggling for survival against Nazi efforts to murder them. Their struggle for freedom from oppression inspires these acts of resistance. Furthermore, the filmmakers explore the theological problem of understanding the Jews as God’s chosen people as they fight for their lives against Nazi policies of extermination. Full article
(This article belongs to the Special Issue Post-Holocaust Theologies of Jews and Judaism)
12 pages, 419 KiB  
Article
An Exploratory Retrospective Analysis of Racial Disparities in Fall-Related Injuries Among Black and White Breast Cancer Survivors Receiving Chemotherapy
by Asmaa Namoos, Dina Ramadan, Rashema Meekins, Vanessa Sheppard and Nicholas Thomson
Int. J. Environ. Res. Public Health 2025, 22(7), 1129; https://doi.org/10.3390/ijerph22071129 - 17 Jul 2025
Viewed by 550
Abstract
Purpose: This exploratory retrospective analysis examined racial disparities in fall-related injuries among Black and White breast cancer survivors who received chemotherapy, focusing on the risks associated with specific chemotherapy regimens. Methods: Using real-world data from the TriNetX research platform, we analyzed a cohort [...] Read more.
Purpose: This exploratory retrospective analysis examined racial disparities in fall-related injuries among Black and White breast cancer survivors who received chemotherapy, focusing on the risks associated with specific chemotherapy regimens. Methods: Using real-world data from the TriNetX research platform, we analyzed a cohort of 3223 Stage I–III breast cancer survivors with complete data on race, chemotherapy exposure, and fall-related injuries. The final sample included only Black and White patients treated with chemotherapy between 1 January 2019 and 31 December 2023. Fall events within six months post-chemotherapy were analyzed. Logistic regression models evaluated associations between chemotherapy type and fall risk by race. Results: Black breast cancer survivors experienced a significantly higher rate of fall-related injuries (14.7%) compared to White survivors (10.0%) (p < 0.001). The risk was especially elevated among Black patients receiving Cyclophosphamide, Docetaxel, and Carboplatin. Conclusion: This study highlights racial differences in chemotherapy-associated fall risk. While the findings are observational and limited by data availability, they underscore the need for more inclusive survivorship care and further investigation using detailed clinical and contextual variables. Real-world platforms like TriNetX can help identify early signals of disparities that merit prospective study. Full article
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17 pages, 497 KiB  
Article
Generative Data Modelling for Diverse Populations in Africa: Insights from South Africa
by Sally Sonia Simmons, John Elvis Hagan and Thomas Schack
Information 2025, 16(7), 612; https://doi.org/10.3390/info16070612 - 17 Jul 2025
Viewed by 254
Abstract
Studies on the demography and health of racially diverse African populations are scarce, particularly due to lingering data challenges. Generative data modelling has emerged as a valuable solution to this burden. The study, therefore, examined the efficacy of Conditional Tabular GAN (CTGAN), CopulaGAN, [...] Read more.
Studies on the demography and health of racially diverse African populations are scarce, particularly due to lingering data challenges. Generative data modelling has emerged as a valuable solution to this burden. The study, therefore, examined the efficacy of Conditional Tabular GAN (CTGAN), CopulaGAN, and Tabula Variational Autoencoder (TVAE) for generating synthetic but realistic demographic and health data. This study employed the World Health Organisation stigy on global ageing and adult health survey (SAGE) Wave 1 South African data (n = 4227). Information missing from SAGE Wave 1, including demographic (e.g., race, age) and health (e.g., hypertension, blood pressure) indicators, were imputed using Generative Adversarial Imputation Nets (GAIN). CopulaGAN, CTGAN, and TVAE, sourced from the sdv 1.24.1 python library, generated 104,227 synthetic records based on the SAGE data constituents. The outcomes were accessed with similarity and machine learning (XGBoost) augmentation metrics (sourced from the sdmetrics 0.21.0 python library), including column shapes and overall and precision ratio scores. Generally, the GAIN imputations resulted in data with properties that were comparable to original and with no missing information. CTGAN’s (89.20%) overall quality of performance was above that of TVAE (86.50%) and CopulaGAN (88.45%). These findings underscore the usefulness of generative data modelling in addressing data quality challenges in diverse populations to enhance actionable health research and policy implementation. Full article
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16 pages, 729 KiB  
Article
Digital Youth Activism on Instagram: Racial Justice, Black Feminism, and Literary Mobilization in the Case of Marley Dias
by Inês Amaral and Disakala Ventura
Journal. Media 2025, 6(3), 104; https://doi.org/10.3390/journalmedia6030104 - 15 Jul 2025
Viewed by 684
Abstract
This paper examines how Marley Dias’ activism on Instagram promotes racial justice, Black feminist thought, and youth mobilization through digital storytelling, representation, and audience engagement. Using a mixed-methods analysis of 744 posts published between 2016 and 2025, the study combined critical thematic coding, [...] Read more.
This paper examines how Marley Dias’ activism on Instagram promotes racial justice, Black feminist thought, and youth mobilization through digital storytelling, representation, and audience engagement. Using a mixed-methods analysis of 744 posts published between 2016 and 2025, the study combined critical thematic coding, temporal mapping, and engagement metrics to analyze the discursive and emotional strategies behind Dias’ activism. Five key themes were identified as central to her activist work: diversity in literature, lack girl empowerment, racial justice, Black representation, and educational advocacy. The findings reveal that Dias strategically tailors her messages to suit Instagram’s unique features, using carousels and videos to enhance visibility, foster intimacy, and provide depth in education. Posts that focused on identity, aesthetics, and empowerment garnered the highest levels of engagement, while posts that concentrated on structural issues received lower, yet still significant, interaction. The paper argues that Dias’ Instagram account serves as a dynamic platform for youth-led Black feminist resistance, where cultural production, civic education, and emotional impact converge. This case underscores the political potential of digital literacies and encourages a reconsideration of how youth-driven digital activism is reshaping contemporary public discourse, agency, and knowledge production in the social media age. Full article
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