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22 pages, 5960 KiB  
Article
Application of Integrated Geospatial Analysis and Machine Learning in Identifying Factors Affecting Ride-Sharing Before/After the COVID-19 Pandemic
by Afshin Allahyari and Farideddin Peiravian
ISPRS Int. J. Geo-Inf. 2025, 14(8), 291; https://doi.org/10.3390/ijgi14080291 - 28 Jul 2025
Viewed by 200
Abstract
Ride-pooling, as a sustainable mode of ride-hailing services, enables different riders to share a vehicle while traveling along similar routes. The COVID-19 pandemic led to the suspension of this service, but Transportation Network Companies (TNCs) such as Uber and Lyft resumed it after [...] Read more.
Ride-pooling, as a sustainable mode of ride-hailing services, enables different riders to share a vehicle while traveling along similar routes. The COVID-19 pandemic led to the suspension of this service, but Transportation Network Companies (TNCs) such as Uber and Lyft resumed it after a significant delay following the lockdown. This raises the question of what determinants shape ride-pooling in the post-pandemic era and how they spatially influence shared ride-hailing compared to the pre-pandemic period. To address this gap, this study employs geospatial analysis and machine learning to examine the factors affecting ride-pooling trips in pre- and post-pandemic periods. Using over 66 million trip records from 2019 and 43 million from 2023, we observe a significant decline in shared trip adoption, from 16% to 2.91%. The results of an extreme gradient boosting (XGBoost) model indicate a robust capture of non-linear relationships. The SHAP analysis reveals that the percentage of the non-white population is the dominant predictor in both years, although its influence weakened post-pandemic, with a breakpoint shift from 78% to 90%, suggesting reduced sharing in mid-range minority areas. Crime density and lower car ownership consistently correlate with higher sharing rates, while dense, transit-rich areas exhibit diminished reliance on shared trips. Our findings underscore the critical need to enhance transportation integration in underserved communities. Concurrently, they highlight the importance of encouraging shared ride adoption in well-served, high-demand areas where solo ride-hailing is prevalent. We believe these results can directly inform policies that foster more equitable, cost-effective, and sustainable shared mobility systems in the post-pandemic landscape. Full article
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24 pages, 1762 KiB  
Article
ELEVATE-US-UP: Designing and Implementing a Transformative Teaching Model for Underrepresented and Underserved Communities in New Mexico and Beyond
by Reynold E. Silber, Richard A. Secco and Elizabeth A. Silber
Soc. Sci. 2025, 14(8), 456; https://doi.org/10.3390/socsci14080456 - 24 Jul 2025
Viewed by 162
Abstract
This paper presents the development, implementation, and outcomes of the ELEVATE-US-UP (Engaging Learners through Exploration of Visionary Academic Thought and Empowerment in UnderServed and UnderPrivileged communities) teaching methodology, an equity-centered, culturally responsive pedagogical framework designed to enhance student engagement, academic performance, and science [...] Read more.
This paper presents the development, implementation, and outcomes of the ELEVATE-US-UP (Engaging Learners through Exploration of Visionary Academic Thought and Empowerment in UnderServed and UnderPrivileged communities) teaching methodology, an equity-centered, culturally responsive pedagogical framework designed to enhance student engagement, academic performance, and science identity among underrepresented learners. This framework was piloted at Northern New Mexico College (NNMC), a Hispanic- and minority-serving rural institution. ELEVATE-US-UP reimagines science education as a dynamic, inquiry-driven, and contextually grounded process that embeds visionary scientific themes, community relevance, trauma-informed mentoring, and authentic assessment into everyday instruction. Drawing from culturally sustaining pedagogy, experiential learning, and action teaching, the methodology positions students not as passive recipients of content but as knowledge-holders and civic actors. Implemented across upper-level environmental science courses, the method produced measurable gains: class attendance rose from 67% to 93%, average final grades improved significantly, and over two-thirds of students reported a stronger science identity and a newfound confidence in their academic potential. Qualitative feedback highlighted increased perceptions of classroom inclusivity, community relevance, and instructor support. By centering on cultural context, student voice, and place-based application, the ELEVATE-US-UP framework offers a replicable and scalable model for educational transformation in underserved regions. Full article
(This article belongs to the Special Issue Belonging and Engagement of Students in Higher Education)
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20 pages, 1549 KiB  
Article
Hydrocodone Rescheduling and Opioid Prescribing Disparities in Breast Cancer Patients
by Chan Shen, Mohammad Ikram, Shouhao Zhou, Roger Klein, Douglas Leslie and James Douglas Thornton
Cancers 2025, 17(13), 2146; https://doi.org/10.3390/cancers17132146 - 25 Jun 2025
Viewed by 486
Abstract
Background: Pain is a prevalent issue among breast cancer patients and survivors, with a significant proportion receiving hydrocodone for pain management. However, the rescheduling of hydrocodone from Schedule III to Schedule II by the U.S. Drug Enforcement Administration (DEA) in October 2014 [...] Read more.
Background: Pain is a prevalent issue among breast cancer patients and survivors, with a significant proportion receiving hydrocodone for pain management. However, the rescheduling of hydrocodone from Schedule III to Schedule II by the U.S. Drug Enforcement Administration (DEA) in October 2014 raised concerns about potential barriers to opioid access for cancer patients, particularly among vulnerable populations such as dually eligible Medicare–Medicaid beneficiaries and racial/ethnic minorities. Methods: We conducted a retrospective cohort study using Surveillance, Epidemiology, and End Results (SEER)-Medicare linked data including 52,306 early-stage breast cancer patients from 2011 to 2019. We employed multivariable logistic regression models with model specification tests to stratify the subgroups and evaluate the differential effects of the policy change by Medicaid dual eligibility and race–ethnicity, while adjusting for other patient demographics, clinical characteristics, and cancer treatments. Results: The rescheduling of hydrocodone was associated with significantly different effects on prescription opioid use across subgroups, with the most pronounced reduction in hydrocodone prescription observed among dual-eligible racial/ethnic minority patients (adjusted odds ratio [AOR] = 0.57; 95% confidence interval [CI]: 0.44–0.74; p < 0.001). Non-dual-eligible patients experienced a smaller reduction in hydrocodone use (AOR = 0.84; 95% CI: 0.78–0.90; p < 0.001). Concurrently, non-hydrocodone opioid use significantly increased among non-dual-eligible non-Hispanic White patients (AOR = 1.29; 95% CI: 1.19–1.40; p < 0.001), suggesting a substitution effect, while smaller non-significant increases were observed among other subgroups. Conclusions: Hydrocodone rescheduling led to the greatest reduction in hydrocodone use among dual-eligible racial–ethnic minority patients. The corresponding increase in non-hydrocodone opioid use was limited to non-dual-eligible non-Hispanic White patients. These findings highlight the need for opioid policies that balance misuse prevention with equitable access to pain relief, particularly among underserved populations. Full article
(This article belongs to the Section Cancer Survivorship and Quality of Life)
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5 pages, 191 KiB  
Viewpoint
Reframing the National Institute on Minority Health and Health Disparities Research Framework: Strengthening the Behavioral Domain with the Inclusion of Psychological Factors
by Caleb Esteban, Normarie Torres-Blasco and Alíxida Ramos-Pibernus
Int. J. Environ. Res. Public Health 2025, 22(7), 992; https://doi.org/10.3390/ijerph22070992 - 24 Jun 2025
Viewed by 299
Abstract
The National Institute on Minority Health and Health Disparities Research Framework (NIMHD-RF) provides a multidimensional structure to examine health disparities across domains and levels of influence. While influential, its current Behavioral Domain centers on observable behaviors and underrepresents key psychological factors and determinants [...] Read more.
The National Institute on Minority Health and Health Disparities Research Framework (NIMHD-RF) provides a multidimensional structure to examine health disparities across domains and levels of influence. While influential, its current Behavioral Domain centers on observable behaviors and underrepresents key psychological factors and determinants that shape health outcomes among minoritized populations. This gap limits the framework’s capacity to account for complex factors such as internalized stigma, identity-related stress, and cultural processes that significantly contribute to mental health disparities. In this viewpoint, we propose an adaptation of the Behavioral Domain into a Psychological/Behavioral Domain to better reflect the interconnected psychological, biological, sociocultural, and environmental factors influencing health. The revised domain incorporates psychological vulnerabilities, coping strategies, and identity-based stressors across all levels of influence, from individual to societal, and acknowledges macro-level processes such as structural stigma and inequitable policies. This reframing emphasizes that behaviors are shaped by psychological experiences and systemic inequities, not merely individual choice. By explicitly integrating psychological factors and determinants, the framework becomes more robust in guiding culturally responsive, equity-driven research and interventions. This adaptation aims to enhance the framework’s utility in mental health disparities research and to support efforts to achieve health equity for historically underserved populations. Full article
18 pages, 1091 KiB  
Article
SARS-CoV-2 Antibodies in Response to COVID-19 Vaccination in Underserved Racial/Ethnic Minority People Living with HIV
by Yongjun Huang, Haley R. Fonseca, Leonardo Acuna, Wensong Wu, Xuexia Wang, Samantha Gonzales, Manuel Barbieri, David R. Brown and Marianna K. Baum
Vaccines 2025, 13(5), 517; https://doi.org/10.3390/vaccines13050517 - 13 May 2025
Viewed by 752
Abstract
Background: Understanding immune response is essential for preparing for public health crises. COVID-19 vaccination provides robust immunity against SARS-CoV-2, but immunocompromised populations may have weaker immune responses. We assessed SARS-CoV-2 spike (trimer) total IgG/IgM/IgA (total Ig) to investigate immune response to COVID-19 [...] Read more.
Background: Understanding immune response is essential for preparing for public health crises. COVID-19 vaccination provides robust immunity against SARS-CoV-2, but immunocompromised populations may have weaker immune responses. We assessed SARS-CoV-2 spike (trimer) total IgG/IgM/IgA (total Ig) to investigate immune response to COVID-19 vaccination in people living with HIV (PLWH), considering CD4+ T cell count, viral load, substance use, and comorbidities. Methods: This cross-sectional study was conducted in Miami, Florida, between May 2021 and December 2021 as part of the NIH Rapid Acceleration of Diagnostics-Underserved Populations (RADx-UP) initiative (3U01DA040381-05S1) and the Miami Adult Studies on HIV (MASH) cohort (U01DA040381). Blood samples were collected and SARS-CoV-2 spike (trimer) total Ig was quantified. HIV serostatus, viral load, CD4+ T cell count, and COVID-19 vaccinations were abstracted from medical records. Substance use (tobacco, alcohol, and drug use [marijuana, cocaine, heroin, fentanyl, methamphetamine, amphetamine, hallucinogens, ecstasy, or misuse of prescription drugs]), and comorbidities (hypertension, diabetes, autoimmune disease, obesity, chronic kidney disease, and substance use disorders) were assessed via validated questionnaires. Drug use was confirmed via urine toxicology. Multivariable linear regression was conducted. Results: Median age (n = 1317) was 57.8 years, 49.8% were male, 50% were Black non-Hispanic, 66.2% had received ≥1 dose of a COVID-19 vaccine, and 29.6% were PLWH (71.3% virally suppressed and median CD4+ T cell count > 500 cells/µL). PLWH, compared to people without HIV, were more likely to have received ≥1 dose of a COVID-19 vaccine (76.2% vs. 62.0%, p < 0.001) and present with substance use (77.2% vs. 42.9%, p < 0.001) and comorbidities (72.8% vs. 48.2%, p < 0.001). Vaccinated PLWH, compared to unvaccinated PLWH, had higher CD4+ T cell counts (577.5 vs. 517.5, p = 0.011) and were more likely to be virally suppressed (76.4% vs. 54.8%, p < 0.001). A lower CD4+ T cell count (<200 vs. ≥500, β = −0.400, p = 0.033) and higher HIV viral load (≥200–<5000 vs. <200, β = −0.275, p < 0.001) were associated with lower spike (trimer) total Ig titers, indicating a diminished response to COVID-19 vaccination. Conclusions: A lower CD4+ T cell count and higher HIV viremia were linked to reduced SARS-CoV-2 immunogenicity in racial/ethnic minority PLWH, a population underrepresented in vaccine clinical trials. HIV care providers should target efforts to maintain viral suppression to avoid diminished responses to COVID-19 vaccination. Full article
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16 pages, 335 KiB  
Article
Parental Barriers and Sociodemographic Disparities in Childhood Vaccination Post-COVID-19 in Tennessee
by Sanjaya Regmi, Elizabeth Sowell, Chenoa D. Allen, Benjamin E. Jones, Nan M. Gaylord and Victoria Niederhauser
Vaccines 2025, 13(5), 452; https://doi.org/10.3390/vaccines13050452 - 24 Apr 2025
Viewed by 1735
Abstract
Introduction: The COVID-19 pandemic disrupted routine childhood vaccinations schedules, posing significant challenges among underserved communities. Understanding how different sociodemographic groups in Tennessee perceive and navigate childhood vaccination barriers is critical for developing strategies to improve vaccination rates and reduce vulnerability to vaccine-preventable diseases. [...] Read more.
Introduction: The COVID-19 pandemic disrupted routine childhood vaccinations schedules, posing significant challenges among underserved communities. Understanding how different sociodemographic groups in Tennessee perceive and navigate childhood vaccination barriers is critical for developing strategies to improve vaccination rates and reduce vulnerability to vaccine-preventable diseases. Methods: A cross-sectional survey was conducted to explore barriers to vaccination across diverse sociodemographic groups in Tennessee. Data were collected from caregivers/parents of children aged 18 years and younger across all 95 counties in Tennessee at community events and through partnerships with schools and other local organizations. Parental responses were analyzed to identify barriers in access, concern, and importance domains. The distribution of barriers across different sociodemographic groups such as race, income, education level, and insurance status was identified. Descriptive statistics, non-parametric tests, and log-binomial regressions were used to address the research objectives. Results: This study found that the most prominent barriers to childhood vaccination were concerns regarding vaccine safety and side effects. Significant differences in vaccine barriers were observed across racial and ethnic groups for access barriers (p < 0.001), concern barriers (p = 0.006), and importance barriers (p < 0.001). Parents with lower education levels, children without health insurance, and lower-income families faced disproportionate challenges across two of the three barrier domains studied (access and perceived importance of vaccines). Additionally, concern barriers (aPR = 0.998, p < 0.001) and importance barriers (aPR = 0.997, p < 0.001) were strongly associated with the parent-reported prevalence of up-to-date vaccination status. Conclusions: Addressing parental vaccination barriers related to concern, access, and perceived importance is crucial, particularly for underserved populations including low-income families, uninsured parents, racial/ethnic minorities, and those with limited education. A sustained, equity-focused approach integrating scientific communication, community engagement, and policy interventions is essential for increasing vaccine uptake and ensuring equitable vaccination access. Full article
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11 pages, 645 KiB  
Article
Community-Based Telehealth Approach Improves Specialist Access for Individuals with Increased Cancer Risk in Low-Resource Settings
by Aksel Alp, Winston Doud, Christian Doud, Thair Takesh, Cherie Wink, Annachristine Miranda-Hoover, Joseph Foote, Rongguang Liang, Diana V. Messadi, Anh Le and Petra Wilder-Smith
Cancers 2025, 17(8), 1317; https://doi.org/10.3390/cancers17081317 - 14 Apr 2025
Viewed by 607
Abstract
Background/Objectives: The low-resource, minority and underserved populations (LRMU) that carry the highest risk of oral cancer (OC) experience many barriers to early detection and treatment, resulting in disproportionately poor outcomes. One major barrier to better outcomes is poor compliance with specialist referral [...] Read more.
Background/Objectives: The low-resource, minority and underserved populations (LRMU) that carry the highest risk of oral cancer (OC) experience many barriers to early detection and treatment, resulting in disproportionately poor outcomes. One major barrier to better outcomes is poor compliance with specialist referral for diagnosis and treatment. The goal of this prospective study was to compare specialist referral compliance for Telehealth vs. in-person visits in LRMU individuals screening positive for increased OC risk. Methods: Forty subjects who had screened positive for oral potentially malignant lesions (OPMLs) were recruited from community clinics. The subjects indicated whether they would prefer an in-person or Telehealth specialist visit. They were offered assistance with all aspects of the visit, and then tracked over 3 months for referral compliance. A novel, very low-cost, simple Telehealth platform located within the community clinic was used for the remote specialist visits. Results: In the Telehealth group, 16/24 subjects attended their first scheduled remote specialist visit; 4/24 attended rescheduled visits within 3 months, and 4/24 did not comply at all. All attendees and specialists were able to complete the remote visits in full. Of the 7/16 subjects who completed in-person visits, 3/16 attended their first scheduled visit, and 4/16 complied within 3 months; 9/16 subjects did not comply at all with specialist referral. Significantly more individuals complied with Telehealth specialist referral at 1 month (p = 0.0006) and after 3 months (p = 0.0154). Conclusions: This novel Telehealth platform may improve compliance with specialist referral in low-resource individuals with OPMLs. Full article
(This article belongs to the Special Issue Modern Approach to Oral Cancer)
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19 pages, 474 KiB  
Article
Navigating Digital Geographies and Trauma Contexts: Conceptions of Online Communities and Experiences Among LGBTQ+ People During COVID-19
by Rachel M. Schmitz, Jennifer Tabler, Ruby Charak, Gabby Gomez, Reagan E. Cole and Joshua J. Schmitz
Int. J. Environ. Res. Public Health 2025, 22(3), 443; https://doi.org/10.3390/ijerph22030443 - 17 Mar 2025
Cited by 1 | Viewed by 805
Abstract
The coronavirus pandemic shaped challenges for marginalized groups. Specifically, lesbian, gay, bisexual, transgender, and/or queer (LGBTQ+) people experienced community-building constraints, notably in predominantly rural regions. People are also navigating digital geographies, or online social environments, in novel ways to develop virtual communities in [...] Read more.
The coronavirus pandemic shaped challenges for marginalized groups. Specifically, lesbian, gay, bisexual, transgender, and/or queer (LGBTQ+) people experienced community-building constraints, notably in predominantly rural regions. People are also navigating digital geographies, or online social environments, in novel ways to develop virtual communities in the face of prejudice, discrimination, and potential trauma. Through a minority coping approach, the present study explored LGBTQ+ people’s experiences navigating the dynamics of digital geographies during the pandemic while residing in socially conservative, highly rural physical spaces where they may be exposed to vicarious trauma. Using qualitative semi-structured interviews, data were gathered from 43 LGBTQ+ identifying individuals between 19 and 59 years old (M/SD = 27.7/9.2) between October 2020 and January 2021. Nearly 14% identified as transgender, nonbinary, or queer individuals, 35% as bisexual individuals, and 21% as people of color including Hispanic/Latina/o. Thematic analysis of the narratives described participants’ exposures to online discrimination and stigmatization of minority groups (racial and/or sexual/gender minority groups) during the COVID-19 pandemic, institutional constraints to identity expression, utilizing social technologies to manage their identities, and negotiating digital strategies to promote social ties. Findings emphasize improving marginalized people’s experiences with digital geographies through identity affirmation and community relationship-building to offset potentially traumatic experiences. Furthermore, service providers can utilize the findings to tailor effective virtual LGBTQ+ community programming to support underserved, marginalized populations. Full article
(This article belongs to the Special Issue Mental Health Challenges Affecting LGBTQ+ Individuals and Communities)
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9 pages, 613 KiB  
Article
Access to Care and Services Among U.S. Rural Veterans With and Without Disabilities: A National Study
by Emre Umucu, Teresa Ann Granger, Bryan Weichelt, Traci McGee, Gloria Lee, Aylin Celik Zencir, Jim Yates, John Barnas, Crystal Barter and Beatrice Lee
Healthcare 2025, 13(3), 275; https://doi.org/10.3390/healthcare13030275 - 30 Jan 2025
Viewed by 1635
Abstract
Background: Access to healthcare is a significant challenge for rural veterans, especially those with chronic conditions; yet, research on their specific barriers remains limited. This study had three objectives: (1) to develop and validate the Rural Access to Care and Services Scale (RACSS) [...] Read more.
Background: Access to healthcare is a significant challenge for rural veterans, especially those with chronic conditions; yet, research on their specific barriers remains limited. This study had three objectives: (1) to develop and validate the Rural Access to Care and Services Scale (RACSS) as a simple tool to assess access to physical, mental, and social care and services; (2) to examine whether minority veterans face greater barriers to care; and (3) to test whether RACSS scores are associated with psychosocial outcomes as theoretically expected. Methods: Data were collected from 500 rural veterans in the U.S. through a survey assessing demographic information, service-connected disability status, clinical conditions, and access to healthcare. First, the RACSS was developed and validated using Exploratory Factor Analysis (EFA) and Confirmatory Factor Analysis (CFA). Second, to assess the reliability of the RACSS, internal consistency was evaluated using Cronbach’s alpha. Finally, independent sample t-tests were conducted to explore the relationships between access to healthcare and services and participants’ minority status. Results: The scale demonstrated a one-factor structure with excellent model fit indices and high internal consistency (α = 0.89). Veterans from minoritized racial and ethnic groups reported significantly higher difficulties in accessing healthcare and services. Conclusions: The RACCS provides a reliable tool to measure access to healthcare and services among rural veterans. The findings highlight the critical need for targeted interventions to improve access to healthcare and services, especially for veterans from minoritized racial and ethnic groups. Enhancing healthcare and service delivery in rural areas is essential to reducing disparities and improving health outcomes for this underserved population. Full article
(This article belongs to the Section Healthcare Quality and Patient Safety)
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12 pages, 806 KiB  
Article
Is There Bias in the Assessment of Contraindications for Resection? Disparities in the Surgical Management of Early-Stage Esophageal Cancer
by Christina S. Boutros, Lauren M. Drapalik, Christine E. Alvarado, Aria Bassiri, Jillian Sinopoli, Leonidas Tapias Vargas, Philip A. Linden and Christopher W. Towe
Diseases 2025, 13(2), 37; https://doi.org/10.3390/diseases13020037 - 30 Jan 2025
Viewed by 856
Abstract
Background: Resection is considered the standard of care for patients with localized esophageal cancer who are “physiologically fit”. Patients who do not meet this standard are considered contraindicated to receive surgery. We hypothesized that among patients with non-metastatic esophageal cancer, the consideration of [...] Read more.
Background: Resection is considered the standard of care for patients with localized esophageal cancer who are “physiologically fit”. Patients who do not meet this standard are considered contraindicated to receive surgery. We hypothesized that among patients with non-metastatic esophageal cancer, the consideration of contraindication status would vary based on clinical and demographic factors and would vary between institutions. Methods: We identified patients with non-metastatic gastric and esophageal cancer in the National Cancer Database (NCDB) from 2004 to 2018. Patients were categorized into three groups based on surgical treatment: surgical resection (including endoscopic mucosal resection), resection contraindicated, and refusal of resection based on the coding of the “reason for no surgery” data element. Demographic, clinical, and institutional characteristics were compared between the groups using bivariate and multivariate techniques to identify factors associated with contraindicated status. A subgroup analysis of cT1N0M0 patients was also used to assess every institution in the NCDB’s observed–expected ratio for contraindication status. Results: In total, 144,591 patients with non-metastatic disease met inclusion criteria: 124,972 (86%) underwent resection, 13,793 (10%) were contraindicated for resection, and 5826 (4%) refused resection. Contraindication was associated with age, non-Hispanic Black race, socioeconomic status, Charlson–Deyo score, insurance type, institution characteristics, clinical T-stage, and clinical N-stage. There were 9459 patients who were cT1N0M0 and had no co-morbidities. In this cohort, there were more than 1000-fold differences between individual programs regarding observed–expected ratio of contraindication status when adjusting for clinical and demographic characteristics. Conclusions: Variation in the assessment of contraindication status varies dramatically between institutions. Underserved minorities, including age, race, and insurance type, are risk factors for being considered contraindicated. These findings highlight the disparities that exist regarding surgical care of non-metastatic esophageal cancer in the United States. Full article
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8 pages, 230 KiB  
Conference Report
AI in Biomedicine—A Forward-Looking Perspective on Health Equity
by Deepak Kumar, Bradley A. Malin, Jamboor K. Vishwanatha, Lang Wu and Jerris R. Hedges
Int. J. Environ. Res. Public Health 2024, 21(12), 1642; https://doi.org/10.3390/ijerph21121642 - 10 Dec 2024
Cited by 2 | Viewed by 1441
Abstract
As new artificial intelligence (AI) tools are being developed and as AI continues to revolutionize healthcare, its potential to advance health equity is increasingly recognized. The 2024 Research Centers in Minority Institutions (RCMI) Consortium National Conference session titled “Artificial Intelligence: Safely, Ethically, and [...] Read more.
As new artificial intelligence (AI) tools are being developed and as AI continues to revolutionize healthcare, its potential to advance health equity is increasingly recognized. The 2024 Research Centers in Minority Institutions (RCMI) Consortium National Conference session titled “Artificial Intelligence: Safely, Ethically, and Responsibly” brought together experts from diverse institutions to explore AI’s role and challenges in advancing health equity. This report summarizes presentations and discussions from the conference focused on AI’s potential and its challenges, particularly algorithmic bias, transparency, and the under-representation of minority groups in AI datasets. Key topics included AI’s predictive and generative capabilities in healthcare, ethical governance, and key national initiatives, like AIM-AHEAD. The session highlighted the critical role of RCMI institutions in fostering diverse AI/machine learning research and in developing culturally competent AI tools. Other discussions included AI’s capacity to improve patient outcomes, especially for underserved communities, and underscored the necessity for robust ethical standards, a diverse AI and scientific workforce, transparency, and inclusive data practices. The engagement of RCMI institutions is critical to ensure practices in AI development and deployment which prioritize health equity, thus paving the way for a more inclusive AI-driven healthcare system. Full article
20 pages, 301 KiB  
Article
Examining COVID-19 Sources of Information, Vaccine Hesitancy, and Uptake Behaviors Among Diverse Underserved Latinx Communities: A Convergent Parallel Mixed Methods Approach
by Gira J. Ravelo, Weize Wang, Alvonee Penn, Tara G. Bautista, Mariana Sanchez, Elena Bastida and Olveen Carrasquillo
COVID 2024, 4(12), 1931-1950; https://doi.org/10.3390/covid4120136 - 3 Dec 2024
Viewed by 1056
Abstract
At 63.7 million, Latinxs constitute the largest racial/ethnic minority in the United States (US). Early during the COVID-19 pandemic, Latinxs were disproportionately impacted and exhibited lower vaccine uptake. Widespread infodemics contributed to confusion, eroded trust, and fostered vaccine hesitancy among this population. This [...] Read more.
At 63.7 million, Latinxs constitute the largest racial/ethnic minority in the United States (US). Early during the COVID-19 pandemic, Latinxs were disproportionately impacted and exhibited lower vaccine uptake. Widespread infodemics contributed to confusion, eroded trust, and fostered vaccine hesitancy among this population. This study used a convergent parallel mixed-methods approach to analyze, integrate, and interpret concurrently collected data gathered as part of the Community Engaged Alliance (CEAL) Against COVID-19 Disparities project, initiated by the National Institutes of Health (NIH) in response to the COVID-19 pandemic in the US. Target populations were three underserved Latinx communities of Miami-Dade County (MDC), Florida, during the pandemic’s peak. Qualitative findings show six themes and subthemes that integrate with quantitative survey data (N = 451). Themes included a “wait-and-see” approach to vaccine uptake; concerns about infodemics; attitudes about science, education, healthcare providers; and personal sources of information. Our findings highlight cultural significance, trusted sources, and reasons for hesitancy before vaccination decisions as corroborated by quantitative results. However, divergence was found regarding media sources. Consistent with the literature, although participants report concerns about infodemics and media bias, they still rely on media for updates, particularly with established television networks and trusted personalities. The value placed on education throughout the study (quantitative and qualitative) highlights the importance of culturally appropriate educational interventions. Moreover, the complex nature of the impact that media has on health-related information and vaccine uptake in this population underscores the need for media literacy interventions alongside health education. Full article
(This article belongs to the Special Issue How COVID-19 and Long COVID Changed Individuals and Communities 2.0)
19 pages, 677 KiB  
Article
Telehealth Outreach Program for Child Traumatic Stress: Strategies for Long-Term Sustainability
by Emily Johnson, Ryan Kruis, Rosaura Orengo-Aguayo, Rebecca Verdin, Kathryn King, Dee Ford and Regan Stewart
Healthcare 2024, 12(21), 2110; https://doi.org/10.3390/healthcare12212110 - 23 Oct 2024
Viewed by 2092
Abstract
Background: There are high documented rates of exposure to traumatic events and mental health disorders among youths yet existing disparities in access to care for racial and ethnic minority youths and youths in rural communities. Trauma-Focused Cognitive Behavioral Therapy (TF-CBT) is an evidence-based [...] Read more.
Background: There are high documented rates of exposure to traumatic events and mental health disorders among youths yet existing disparities in access to care for racial and ethnic minority youths and youths in rural communities. Trauma-Focused Cognitive Behavioral Therapy (TF-CBT) is an evidence-based behavioral health therapy for children. The delivery of TF-CBT via telehealth can decrease access to care barriers. An interdisciplinary clinical team developed a training program to guide clinicians to effectively provide TF-CBT via telehealth. The goal of this study was to describe variation in implementation processes of the telehealth TF-CBT program and identify barriers and facilitators to program implementation post-training, which were utilized to develop implementation strategies for intervention sustainability. Methods: Using a mixed-methods approach, data were collected on telehealth implementation processes and facilitators and barriers to the delivery of telehealth TF-CBT. This study was guided by an adapted implementation science framework, namely the Exploration, Preparation, Implementation, Sustainment model. Interviews and surveys were completed with clinical site leaders who had participated in the telehealth TF-CBT training. Results: Throughout clinical sites, there was varied adoption and penetration of the telehealth TF-CBT program. Facilitators to implementation included leadership and site staff buy in, community needs, and training resources, while barriers included funding, available logistical resources, and child and family involvement. Conclusions: The feedback gained from this project assisted in the development of implementation strategies for increased adoption and sustainment of TF-CBT delivered via telehealth. Strategies include ongoing interactive assistance and resource support, enhanced training for stakeholders, and program adaptations, with the goal to increase access to quality mental health care for underserved populations. Full article
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14 pages, 1363 KiB  
Review
Striving for Equity: Examining Health Disparities in Urologic Oncology
by Dhruv Puri, Kshitij Pandit, Noah Choi, Brent S. Rose, Rana R. McKay and Aditya Bagrodia
Cancers 2024, 16(21), 3559; https://doi.org/10.3390/cancers16213559 - 22 Oct 2024
Cited by 4 | Viewed by 1597
Abstract
Health disparities in urologic oncology, particularly in prostate, bladder, kidney, and testicular cancers, significantly impact patient outcomes across different demographic groups. This narrative review aims to investigate the extent and drivers of these disparities, focusing on the influence of race, socioeconomic status, and [...] Read more.
Health disparities in urologic oncology, particularly in prostate, bladder, kidney, and testicular cancers, significantly impact patient outcomes across different demographic groups. This narrative review aims to investigate the extent and drivers of these disparities, focusing on the influence of race, socioeconomic status, and geographic location on diagnosis, treatment, and survival outcomes. We conducted a comprehensive review of the existing literature and analyzed data from national cancer databases to identify patterns of inequity. Our findings reveal that minority populations, individuals with lower socioeconomic status, and those residing in underserved areas are less likely to receive timely and guideline-based care, leading to worse outcomes. This review underscores the urgent need for targeted interventions, including policy reforms, health system restructuring, enhanced community outreach, and increased funding for disparity-focused research, to ensure equitable access to high-quality oncologic care. Addressing these disparities is crucial for improving cancer outcomes and achieving health equity in urologic oncology. Full article
(This article belongs to the Special Issue New Insights into Urologic Oncology)
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31 pages, 5975 KiB  
Article
Introducing Digitized Cultural Heritage to Wider Audiences by Employing Virtual and Augmented Reality Experiences: The Case of the v-Corfu Project
by Vasileios Komianos, Athanasios Tsipis and Katerina Kontopanagou
Technologies 2024, 12(10), 196; https://doi.org/10.3390/technologies12100196 - 13 Oct 2024
Cited by 5 | Viewed by 6143
Abstract
In recent years, cultural projects utilizing digital applications and immersive technologies (VR, AR, MR) have grown significantly, enhancing cultural heritage experiences. Research emphasizes the importance of usability, user experience, and accessibility, yet holistic approaches remain underexplored and many projects fail to reach their [...] Read more.
In recent years, cultural projects utilizing digital applications and immersive technologies (VR, AR, MR) have grown significantly, enhancing cultural heritage experiences. Research emphasizes the importance of usability, user experience, and accessibility, yet holistic approaches remain underexplored and many projects fail to reach their audience. This article aims to bridge this gap by presenting a complete workflow including systematic requirements analysis, design guidelines, and development solutions based on knowledge extracted from previous relevant projects. The article focuses on virtual museums covering key challenges including compatibility, accessibility, usability, navigation, interaction, computational performance and graphics quality, and provides a design schema for integrating virtual museums into such projects. Following this approach, a number of applications are presented. Their performance with respect to the aforementioned key challenges is evaluated. Users are invited to assess them, providing positive results. To assess the virtual museum’s ability to attract a broader audience beyond the usual target group, a group of underserved minorities are also invited to use and evaluate it, generating encouraging outcomes. Concluding, results show that the presented workflow succeeds in yielding high-quality applications for cultural heritage communication and attraction of wider audiences, and outlines directions for further improvements in digitized heritage applications. Full article
(This article belongs to the Special Issue Immersive Technologies and Applications on Arts, Culture and Tourism)
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