Social determinants of health and sepsis: a case-control study.

PURPOSE: We aimed to identify whether social determinants of health (SDoH) are associated with the development of sepsis and assess the differences between individuals living within systematically disadvantaged neighbourhoods compared with those living outside these neighbourhoods. METHODS: We conducted a single-centre case-control study including 300 randomly selected adult patients (100 patients with sepsis and 200 patients without sepsis) admitted to the emergency department of a large academic tertiary care hospital in Hamilton, ON, Canada. We collected data on demographics and a limited set of SDoH variables, including neighbourhood household income, smoking history, social support, and history of alcohol disorder. We analyzed study data using multivariate logistic regression models. RESULTS: The study included 100 patients with sepsis with a median [interquartile range (IQR)] age of 75 [58-84] yr and 200 patients without sepsis with a median [IQR] age of 72 [60-83] yr. Factors significantly associated with sepsis included arrival by ambulance, absence of a family physician, higher Hamilton Early Warning Score, and a recorded history of dyslipidemia. Important SDoH variables, such as individual or household income and race, were not available in the medical chart. In patients with SDoH available in their medical records, no SDoH was significantly associated with sepsis. Nevertheless, compared with their proportion of the Hamilton population, the rate of sepsis cases and sepsis deaths was approximately two times higher among patients living in systematically disadvantaged neighbourhoods. CONCLUSIONS: This study revealed the lack of available SDoH data in electronic health records. Despite no association between the SDoH variables available and sepsis, we found a higher rate of sepsis cases and sepsis deaths among individuals living in systematically disadvantaged neighbourhoods. Including SDoH in electronic health records is crucial to study their effect on the risk of sepsis and to provide equitable care.

RéSUMé: OBJECTIF: Nous avons cherché à déterminer si les déterminants sociaux de la santé (DSS) étaient associés à l'apparition de sepsis et à évaluer les différences entre les personnes vivant dans des quartiers systématiquement défavorisés et celles vivant à l'extérieur de ces quartiers. MéTHODE: Nous avons mené une étude cas témoins monocentrique portant sur 300 patient·es adultes sélectionné·es au hasard (100 personnes atteintes de sepsis et 200 témoins sans sepsis) admis·es au service des urgences d'un grand hôpital universitaire de soins tertiaires à Hamilton, ON, Canada. Nous avons recueilli des données démographiques et un ensemble limité de variables de DSS, y compris le revenu des ménages du quartier, les antécédents de tabagisme, le soutien social et les antécédents de troubles liés à l'alcool. Nous avons analysé les données de l'étude à l'aide de modèles de régression logistique multivariés. RéSULTATS: L'étude a inclus 100 patient·es atteint·es de sepsis avec un âge médian [écart interquartile (ÉIQ)] de 75 [58-84] ans et 200 patient·es sans sepsis avec un âge médian [ÉIQ] de 72 [60-83] ans. Les facteurs significativement associés au sepsis comprenaient l'arrivée en ambulance, l'absence de médecin de famille, un score Hamilton Early Warning Score plus élevé et des antécédents enregistrés de dyslipidémie. D'importantes variables de DSS, telles que le revenu individuel et du ménage et la race, n'étaient pas disponibles dans le dossier médical. Chez les personnes dont les DSS étaient disponibles dans leur dossier médical, aucun DSS n'était significativement associé au sepsis. Néanmoins, comparativement à leur proportion dans la population de Hamilton, le taux de cas de sepsis et de décès dus au sepsis était environ deux fois plus élevé chez les personnes vivant dans des quartiers systématiquement défavorisés. CONCLUSION: Cette étude a révélé le manque de données disponibles sur les DSS dans les dossiers de santé électroniques. Bien qu'il n'y ait pas d'association entre les variables disponibles et le sepsis, nous avons constaté un taux plus élevé de cas de sepsis et de décès dus à la septicémie chez les personnes vivant dans des quartiers systématiquement défavorisés. L'inclusion des DSS dans les dossiers de santé électroniques est cruciale pour étudier leur effet sur le risque de sepsis et pour dispenser des soins équitables.

Advancing equity in breast cancer care: natural language processing for analysing treatment outcomes in under-represented populations.

OBJECTIVE: The study aimed to develop natural language processing (NLP) algorithms to automate extracting patient-centred breast cancer treatment outcomes from clinical notes in electronic health records (EHRs), particularly for women from under-represented populations. METHODS: The study used clinical notes from 2010 to 2021 from a tertiary hospital in the USA. The notes were processed through various NLP techniques, including vectorisation methods (term frequency-inverse document frequency (TF-IDF), Word2Vec, Doc2Vec) and classification models (support vector classification, K-nearest neighbours (KNN), random forest (RF)). Feature selection and optimisation through random search and fivefold cross-validation were also conducted. RESULTS: The study annotated 100 out of 1000 clinical notes, using 970 notes to build the text corpus. TF-IDF and Doc2Vec combined with RF showed the highest performance, while Word2Vec was less effective. RF classifier demonstrated the best performance, although with lower recall rates, suggesting more false negatives. KNN showed lower recall due to its sensitivity to data noise. DISCUSSION: The study highlights the significance of using NLP in analysing clinical notes to understand breast cancer treatment outcomes in under-represented populations. The TF-IDF and Doc2Vec models were more effective in capturing relevant information than Word2Vec. The study observed lower recall rates in RF models, attributed to the dataset's imbalanced nature and the complexity of clinical notes. CONCLUSION: The study developed high-performing NLP pipeline to capture treatment outcomes for breast cancer in under-represented populations, demonstrating the importance of document-level vectorisation and ensemble methods in clinical notes analysis. The findings provide insights for more equitable healthcare strategies and show the potential for broader NLP applications in clinical settings.

Bridging the gap to meet complex needs: an intersectoral action well supported by appropriate policies and governance.

Many people face problems about physical, mental, and social dimensions of health, and may have complex needs. They often experience a mismatch between their needs and the ability of the healthcare system to meet them, resulting in under- or overutilization of the healthcare system. On one hand, improving access to community-based primary healthcare for hard-to-reach populations should bring all healthcare and social services to one point of contact, near the community. On the other hand, better addressing the unmet needs of people who overuse healthcare services calls for integrated care among providers across all settings and sectors. In either case, intersectoral action between healthcare and social professionals and resources remains central to bringing care closer to the people and the community, enhancing equitable access, and improving health status. However, efforts to implement integrated care are unevenly weighted toward clinical and professional strategies (micro level), which could jeopardize our ability to implement and sustain integrated care. The development of appropriate policies and governance mechanisms (macro level) is essential to break down silos, promote a coherent intersectoral action, and improve health equity.

Refining research on access to gynecologic cancer care: The DIMeS framework.

BACKGROUND: Despite its importance, there is no consensus definition of access to care, and several fundamental philosophical questions about access remain unanswered. Lack of clarity impedes interventional research designed to develop and test methods of correcting barriers to access. To help remedy this problem, we propose a conceptual framework to help guide empirical research about access to gynecologic cancer care. METHODS: Relevant philosophical and empirical literature was reviewed and analyzed to highlight key elements needed to refine research on access to care. RESULTS: The DIMeS framework involves 1) choice and justification of a Definition of access to cancer care that will guide research; 2) Identification of essential gynecologic cancer care services for which access disparities are ethically unacceptable; 3) quantitative MEasurement of specific parameters that affect access to care; and 4) Selection of a target threshold on measured parameters above which access is acceptable. CONCLUSIONS: The DIMeS framework provides clarity and reproducibility for investigators seeking to develop and test interventions to improve cancer health equity. This framework should be considered for use in research on access to gynecologic cancer care.

Missing Ethnicity and Language Information in Healthcare Records of Patients from the Asian Diaspora.

The electronic health record (EHR) should contain information to support culturally responsive care and research; however, the widely used default "Asian" demographic variable in most US social systems (including EHRs) lacks information to describe the diverse experience within the Asian diaspora (e.g., ethnicities, languages). This has a downstream effect on research, identifying disparities, and addressing health equity. We were particularly interested in EHRs of autistic patients from the Asian diaspora, since the presence of a developmental diagnosis might call for culturally responsive care around understanding causes, treatments, and services to support good outcomes. The aim of this study is to determine the degree to which information about Asian ethnicity, languages, and culture is documented and accessible in the EHR, and whether it is differentially available for patients with or without autism. Using electronic and manual medical chart review, all autistic and "Asian" children (group 1; n = 52) were compared to a randomly selected comparison sample of non-autistic and "Asian" children (group 2; n = 50). Across both groups, manual chart review identified more specific approximations of racial/ethnic backgrounds in 54.5% of patients, 56% for languages spoken, and that interpretation service use was underestimated by 13 percentage points. Our preliminary results highlight that culturally responsive information was inconsistent, missing, or located in progress notes rather than a central location where it could be accessed by providers. Recommendations about the inclusion of Asian ethnicity and language data are provided to potentially enhance cultural responsiveness and support better outcomes for families with an autistic child.

Improving Health and Reducing Chronic Disease Disparities with Latinx Communities: Evaluating the Role of Documented Community-Based Intervention Participation.

PURPOSE: Limited evidence exists on the impact of participation in community-based chronic disease self-management and prevention programs on health disparities. The purpose of this research was to determine the effects of participation in the Healthy Here Wellness Referral System on existing disparities in glycated hemoglobin (HbA1c), systolic blood pressure (BP), and diastolic BP among Hispanic/Latinx adults compared with non-Hispanic White adults. METHODS: We merged administrative clinical and referral data from 2018 through 2022 for adult patients in six focus ZIP codes in New Mexico resulting in a sample of 1331 patients and used regression models to examine predictors of intervention participation as well as propensity-adjusted impacts of participation on HbA1c and BP outcomes. RESULTS: Non-Hispanic White patients who were referred to community-based programming but did not participate saw statistically significant increases in HbA1c. Hispanic/Latinx patients saw statistically significant decreases in HbA1c with referral alone, with no added benefit from program participation. The impact of participation differed statistically significantly (t(683) = 3.55, p < .001) between these two groups for HbA1c levels, as well as for systolic (t(958) = 2.11, p = .04) and diastolic BP outcomes (t(958) = 2.96, p = .003). CONCLUSIONS: Results of this study support the promise of using centralized referral systems to co-produce health improvement in community settings. Mixed findings highlight the need for further uptake of theory-informed measurement in evaluations seeking to understand heterogeneous program impacts by race and ethnicity.

Urology HEIRS: A Feasibility and Acceptability Study for Video-Based Research on Physician-Family Communication in Pediatric Urology Visits.

PURPOSE: Patient- and family-centered communication is essential to healthcare equity. However, less is known about how urologists implement evidence-based communication and dynamics involved in caring for diverse pediatric patients and caregivers. We sought to evaluate the feasibility and acceptability using video-based research to characterize physician-family communication in pediatric urology. MATERIALS AND METHODS: We assembled a multidisciplinary team to conduct a multi-phase learning health systems project to establish the Urology HEIRS (Health Experiences and Interactions in Real-time Studies) corpus for research and interventions. This paper reports the first phase, evaluating feasibility and acceptability based on consent rate, patient diversity, and qualitative identification of verbal and paraverbal features of physician-family communication. We used applied conversation analysis methodology to identify salient practices across eight pediatric urologists. RESULTS: We recruited 111 families at two clinic sites, of these 82 families (N = 85 patients, ages 0-20) participated in the study with a consent rate of 73.9%. The racial/ethnic composition of the sample was 45.9% non-Hispanic White, 30.6% any race of Hispanic origin, 16.5% non-Hispanic Black/African American, 4.7% any ethnicity of Asian/Asian American, 2.3% some other race/ethnicity, and 24.7% of families used interpreters. We identified 11 verbal and paraverbal communication practices that impacted physician-family dynamics, including unique challenges with technology-mediated interpreters. CONCLUSIONS: Video-based research is feasible and acceptable with diverse families in pediatric urology settings. The Urology HEIRS corpus will enable future systematic studies of physician-family communication in pediatric urology and provides an empirical basis for specialty-specific training in patient- and family-centered communication.

Digital health technologies and inequalities: A scoping review of potential impacts and policy recommendations.

Digital health technologies hold promises for reducing health care costs, enhancing access to care, and addressing labor shortages. However, they risk exacerbating inequalities by disproportionately benefitting a subset of the population. Use of digital technologies accelerated during the Covid-19 pandemic. Our scoping review aimed to describe how inequalities related to their use were conceptually assessed during and after the pandemic and understand how digital strategies and policies might support digital equity. We used the PRISMA Extension for scoping reviews, identifying 2055 papers through an initial search of 3 databases in 2021 and complementary search in 2022, of which 41 were retained. Analysis was guided by the eHealth equity framework. Results showed that digital inequalities were reported in the U.S. and other high-income countries and were mainly assessed through differences in access and use according to individual sociodemographic characteristics. Health disparities related to technology use and the interaction between context and technology implementation were more rarely documented. Policy recommendations stressed the adoption of an equity lens in strategy development and multilayered and intersectoral collaboration to align interventions with the needs of specific subgroups. Finally, findings suggested that evaluations of health and wellbeing distribution related to the use of digital technologies should inform digital strategies and health policies.

Moving towards Normalization of haemostasis and health equity: Evolving treatment goals for haemophilia A.

BACKGROUND: Treatment options for people with haemophilia are evolving at a rapid pace and a range of prophylactic treatment options using various technologies are currently available, each with their own distinct safety and efficacy profile. TREATMENT GOALS: The access to replacement therapy and prophylaxis has driven a dramatic reduction in mortality and resultant increase in life expectancy. Beyond this, the abolition of bleeds and preservation of joint health represent the expected, but rarely attained, goals of haemophilia treatment and care. These outcomes also do not address the complexity of health-related quality of life impacted by haemophilia and its treatment. CONCLUSION: Capitalizing on the major potential of therapeutic innovations, 'Normalization' of haemostasis, as a concept, should include the aspiration of enabling individuals to live as normal a life as possible, free from haemophilia-imposed limitations. To achieve this-being supported by the data reviewed in this manuscript-the concept of haemostatic and life Normalization needs to be explored and debated within the wider multidisciplinary teams and haemophilia community.

A Culture Shift for Excellence in Physical Therapy: Promoting Equity through the Structural Determinants of Health.

The purpose of this perspective is to discuss the imperative for curricular change that focuses on the utilization of structural competency to promote excellence in physical therapist professional education, transform society, and achieve health equity. Pedagogy centered around biomedical and social determinants of health (SDOH) models are limited in that they lack self-reflexivity, encode social identities like race and gender as risk factors for poor health, fail to examine structural causes of health inequity, conflate SDOH and the structural forces that shape their unequal distribution, and overlook instances of injustice. Promoting health equity will require structural competency, an approach that considers drivers of health beyond the individual and their conditions of daily living (ie, SDOH). Utilizing this approach in physical therapist professional education will help learners understand the evolving needs of society in a deeper, more holistic way: one that considers structural determinants of health as the primary drivers of health equity and inequity. IMPACT STATEMENT: This paper provides a perspective on how physical therapist professional education can promote health equity for all by embracing an equity-focused, structurally competent pedagogy/approach.

Who Benefits? A Mixed Methods Study Assessing Community Use of a Major Metropolitan Park During the COVID-19 Pandemic.

By providing spaces for recreation, physical activity, social gatherings, and time in nature, urban parks offer physical, mental, and social benefits to users. However, many urban residents face barriers to park use. The COVID-19 pandemic introduced new potential barriers to urban park access and use, including changes to daily life and employment, closure of park amenities and restrictions to public movement, and risk from the coronavirus itself. The mixed-methods PARCS study measured use and perceptions of a large urban park in St. Louis, Missouri before, during, and after local COVID-19 contingency measures and restrictions. We examine data from 1,157 direct observation assessments of park usership, an online survey of park users (n=561), interviews with key stakeholders (n=27), four focus groups (n=30), and a community-based participatory research sub-study (n=66) to comprehensively characterize the effects of the COVID-19 pandemic on park use. Park users who felt unsafe from the coronavirus experienced 2.65 higher odds of reducing park use. However, estimated park visits during COVID-19 contingency measures (n=5,023,759) were twice as high as post-contingency (n=2,277,496). Participants reported using the park for physical activity, recreation, time in nature, and socializing during the contingency period. Black, Hispanic/Latino, and young people were less likely to visit the park than others, suggesting an additional, disproportionate impact of the pandemic on minoritized and socioeconomically disadvantaged communities. This study highlights the role of public spaces like parks as resources for health and sites where urban health inequities can be alleviated in times of public crisis.

Racial (In)Equity in South Los Angeles-Community Centered Experiences with COVID-19 Syndemics.

Objectives: To analyze community experiences involving COVID-19 vaccination access and equity in Black and Latina/o/x communities within South Los Angeles, using a socioecological framework. Methods: We conducted four virtual focus groups (n = 33 total participants) in 2021, with Black and Latina/o/x community members, community leaders, and community-based providers in South Los Angeles, a region highly impacted by the COVID-19 pandemic. We used a grounded theory approach to guide the analysis and generate data shaped by participant perspectives. Results: Participants across groups consistently emphasized medical mistrust, fear/skepticism, misinformation, accessibility, and feelings of pressure and blame as factors influencing COVID-19 vaccination decisions. The need to address pandemic-related socioeconomic hardships in underresourced communities was equally highlighted. Conclusions: Findings show that building trust, providing tailored information, and continued investment into diversity and equity initiatives can support Black and Latino/a/x communities in making informed health decisions. Community-centered support services should address the economic, social, and structural impact of the pandemic on vulnerable communities. Furthermore, public health and policy efforts must prioritize funding to equip social and health care systems with infrastructure investment in racial and ethnic minority communities.

Improving Weight Bias Awareness Among Providers in the Sexual and Reproductive Health care Setting.

Introduction: Provider bias against patients of higher weights can contribute to poor health outcomes and decreased quality of care and patient experience. Addressing weight stigma in sexual and reproductive health settings is important, as these encounters can often be patients' only health care touchpoint. Health care providers must be educated about the harms of weight stigma, ways to recognize and confront their biases, and how to advocate for patients of all sizes. Methods: In this quality improvement project, Planned Parenthood health center providers participated in a three-part virtual workshop to improve provider weight bias awareness and understanding using the Health at Every Size framework. Providers completed a pre- and post-survey, as well as a 3-month follow-up survey to assess changes in bias awareness and confidence in applying weight-neutral principles in care interactions. Results: Analysis of pre- and post-survey results showed significant improvements in provider awareness of bias as well as changes in implicit bias scores and confidence providing weight-neutral care. Conclusion: Educating providers about weight contributes to equity of care for patients of higher weights. Formal education such as workshops have the potential to reduce the harms of weight stigma in health care as changing attitudes and confidence are a precursor to behavior change. Research is needed to assess ideal education modalities and whether receiving care from weight bias-prepared providers affects patient outcomes and experiences.

Racism as a Threat to Palestinian Health Equity.

Between October 2023 and April 2024, more than 30,000 Palestinians were killed, and countless others injured, displaced, and traumatized, in the fifth major Israeli assault on the Gaza Strip since 2006. Recent events, along with the trajectory of events over the past 75 years, demonstrate that using a public health framework could help recognize racism as a structural and social determinant of Palestinian health. Using the principles of health equity, we show how Palestinian health inequities are rooted in settler colonialism and racism, amounting to violence and oppression against Palestinian Arabs as a racialized group, regardless of religion or citizenship. Structural racism should be recognized as a driver of Palestinian health inequities.

Assessment of Racial Misclassification Among American Indian and Alaska Native Identity in Cancer Surveillance Data in the United States and Considerations for Oral Health: A Systematic Review.

Introduction: Misclassification of American Indian and Alaska Native (AI/AN) peoples exists across various databases in research and clinical practice. Oral health is associated with cancer incidence and survival; however, misclassification adds another layer of complexity to understanding the impact of poor oral health. The objective of this literature review was to systematically evaluate and analyze publications focused on racial misclassification of AI/AN racial identities among cancer surveillance data. Methods: The PRISMA Statement and the CONSIDER Statement were used for this systematic literature review. Studies involving the racial misclassification of AI/AN identity among cancer surveillance data were screened for eligibility. Data were analyzed in terms of the discussion of racial misclassification, methods to reduce this error, and the reporting of research involving Indigenous peoples. Results: A total of 66 articles were included with publication years ranging from 1972 to 2022. A total of 55 (83%) of the 66 articles discussed racial misclassification. The most common method of addressing racial misclassification among these articles was linkage with the Indian Health Service or tribal clinic records (45 articles or 82%). The average number of CONSIDER checklist domains was three, with a range of zero to eight domains included. The domain most often identified was Prioritization (60), followed by Governance (47), Methodologies (31), Dissemination (27), Relationships (22), Participation (9), Capacity (9), and Analysis and Findings (8). Conclusion: To ensure equitable representation of AI/AN communities, and thwart further oppression of minorities, specifically AI/AN peoples, is through accurate data collection and reporting processes.

Using Concept Mapping to Identify Community Partners' and Researchers' Perceptions of Social Justice: A Path Toward Eliminating Chronic Disease Disparities.

Background: A social justice framework can be used to inform healthy equity-focused research, and operationalizing social justice can inform strategic planning for research and practice models. This study aimed to develop a working definition of social justice based on input from a diverse group of collaborators to better inform the work conducted within the Center for Research, Health, and Social Justice. Methods: A concept mapping study was conducted from March to May 2022. A prompt designed to elicit social justice themes was developed (phase 1). At a study website, participants brainstormed statements that represented their definition of social justice (phase 2). Participants then sorted statements based on similarity and rated statements on importance (phase 3). Multidimensional scaling and hierarchical cluster analysis were used to identify nonoverlapping thematic clusters of statements (phase 4). Models were reviewed for best fit, and clusters were assigned names based on theme (phase 5). Results: Participants (n = 49) generated 52 unique statements that were sorted into 5 clusters describing social justice themes. Clusters included (1) Empathy, Awareness, and Understanding (n = 11); (2) Education and Systems Change (n = 10); (3) Policy Design and Implementation (n = 9); (4) Equity and Leveling the Playing Field (n = 11); and (5) Access to Services and Fair Living Standard (n = 11). High mean cluster ratings ranging from 5.22 to 6.02 out of 7 indicated all clusters were rated as being very important aspects of social justice. Conclusions: These data can guide the restructuring of research ecosystems that help eliminate race- and place-based health disparities.

Centering Equity and Fostering Stakeholder Collaboration and Trust-Pillars of the Maternal Health Innovation Program in Maryland.

Objective: To describe two main pillars of the Maryland Maternal Health Innovation Program (MDMOM): (1) centering equity and (2) fostering broad stakeholder collaboration and trust. Methods: We summarized MDMOM's key activities and used severe maternal morbidity (SMM) surveillance and program monitoring data to quantify MDMOM's work on the two pillars. We developed measures of hospital engagement with MDMOM (participation in quality improvement [QI] activities, participation in check-in meetings, staff involvement) and with other partners (participation in QI activities, representation in state-level groups). We examined Bonferroni-adjusted correlations between these hospital engagement measures and with key hospital characteristics: level of maternity care, annual delivery volume, and SMM rate. Results: Over 100 national and state organizations and individual stakeholders contributed to our building the MDMOM program and implementing key activities centering equity: hospital-based SMM surveillance in 20 of Maryland's 32 hospitals; almost 5,000 trainings offered to perinatal health care providers; two telemedicine/telehealth interventions; training of home visitors and community-based organization staff. Birthing hospitals represent MDMOM's main implementation partners. The strength of their participation in MDMOM QI activities is positively correlated to their participation in check-in meetings and with the degree of involvement by physicians in such activities. Higher engagement in MDMOM QI activities is also positively correlated to hospitals' participation in other state-level maternal health initiatives or groups. Conclusion: Our experience with the MDMOM program demonstrates that an equity focus and broad stakeholder collaboration building strong relationships and providing implementation support can lead to high levels of engagement in innovative maternal health interventions.

Business of Medicine: Developing Leaders in Academic Medicine and Learning Health Systems.

Purpose: To develop healthcare professionals as clinical leaders in academic medicine and learning health system; and uncover organizational barriers, as well as pathways and practices to facilitate career growth and professional fulfillment. Methods: The Department of Medicine strategic plan efforts prompted the development of a business of medicine program informed by a needs assessment and realignment between academic departments and the healthcare system. The business of medicine leadership program launched in 2017. This descriptive case study presents its 5th year evaluation. Competencies were included from the Physician MBA program and from specific departmental needs and goals. Results: The program hosted a total of 102 clinical faculty. We had a 37% response rate of those retained at Indiana University School of Medicine. Overall, responses conveyed a positive experience in the course. Over 80% of participants felt that they gained skills in professional reflection, professional socialization, goal orientation, critical thinking, and commitment to profession. Financial literacy was overwhelmingly the skill that was reported to be the most valuable. Finance and accounting were mentioned as the most difficult concepts to understand. Familiar concepts included communication, LEAN, and wellness related topics. One hundred percent of participants said they are utilizing the skills gained in this program in their current role and that they would recommend the course to others. Conclusion: Business of medicine courses are more common now with programs describing elements informed by health system operations. However, few programs incorporate aspects of wellness, equity, diversity, inclusion, and health equity. Our program makes the case for multiple ways to develop inclusive leaders through a focused five-month program. It also recognizes that to really impact the learning health system, health professionals need leadership development and leaders suited to work alongside career administrators, all aiming towards a common goal of equitable patient-centered care.

Incorporating social determinants of health into transmission modeling of COVID-19 vaccine in the US: a scoping review.

During COVID-19 in the US, social determinants of health (SDH) have driven health disparities. However, the use of SDH in COVID-19 vaccine modeling is unclear. This review aimed to summarize the current landscape of incorporating SDH into COVID-19 vaccine transmission modeling in the US. Medline and Embase were searched up to October 2022. We included studies that used transmission modeling to assess the effects of COVID-19 vaccine strategies in the US. Studies' characteristics, factors incorporated into models, and approaches to incorporate these factors were extracted. Ninety-two studies were included. Of these, 11 studies incorporated SDH factors (alone or combined with demographic factors). Various sets of SDH factors were integrated, with occupation being the most common (8 studies), followed by geographical location (5 studies). The results show that few studies incorporate SDHs into their models, highlighting the need for research on SDH impact and approaches to incorporating SDH into modeling. Funding: This research was funded by the Centers for Disease Control and Prevention (CDC).