Melody Goodman

Goodman, Melody

Melody Goodman

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Dean, School of Global Public Health

Professor of Biostatistics

Professional overview

Dr. Melody S. Goodman is a biostatistician and research methodologist. Her work is anchored upon moving beyond defining problems and focuses on developing solutions using partner-engaged research approaches. Dr. Goodman’s research efforts seek to develop a more rigorous understanding of the social risk factors contributing to urban health outcomes. Her work aims to develop solutions for improving health in high-risk populations. She conducts translational research that bridges the gap between research and practice. Through rigorous attention to study design, measurement, and the use of cutting-edge statistical analysis methods, her contributions have spanned the areas of prevention, treatment, intervention, and policy.

Dr. Goodman led the team that developed and comprehensively evaluated the Research Engagement Survey Tool, a quantitative survey measure to assess the level of partner engagement in research studies from the non-academic partner perspective. With numerous funders supporting her work (e.g., National Institutes of Health, Robert Wood Johnson Foundation, Verizon Foundation, Long Island Community Foundation, Patient-Centered Outcomes Research Institute, and Susan G. Komen), she has published over 150 peer-reviewed journal articles and two books (2018 Routledge/Taylor & Francis Group): 1) Public Health Research Methods for Partnerships and Practice and 2) Biostatistics for Clinical and Public Health Research, which now has a second edition (2026 Routledge/Taylor & Francis Group). She is a Fellow of the American Statistical Association, New York Academy of Medicine, and the inaugural recipient of the Societal Impact Award from the Caucus for Women in Statistics.

Education

BS, Economics and Applied Mathematics & Statistics, State University of New York at Stony Brook, Stony Brook, NY
MS, Biostatistics, Harvard University, Cambridge, MA
PhD, Biostatistics, Harvard University, Cambridge, MA

Honors and awards

Fellow, American Statistical Association (2021)
Societal Impact Award, Caucus for Women in Statistics (2021)
Network Builder Award, Robert Wood Johnson Foundation New Connections (2019)
Siteman Cancer Center “Rock Doc” (2013)
Satcher Health Leadership Institute - Morehouse School of Medicine, Community Health Leadership Institute Intensive Cohort II (2013)
Women of the Year - Health, National Coalition of 100 Black Women, Inc. - Suffolk Chapter (2010)
President’s Award for Teaching Excellence - Stony Brook University (2009)
President’s Award for Excellence in Team Achievement - Stony Brook University (2008)

Areas of research and study

Biostatistics
Community Health
Community-based Participatory Research
Dissemination and Implementation of Evidence-based Programs
Quantitative Research

Publications

Publications

Improving breast cancer services for African-American women living in St. Louis

Noel, L., Connors, S. K., Goodman, M., & Gehlert, S. (n.d.).

Publication year

2015

Journal title

Breast Cancer Research and Treatment

Volume

154

Issue

1

Page(s)

5-12
Abstract
Abstract
A mixed methods, community-based research study was conducted to understand how provider-level factors contribute to the African-American and white disparity in breast cancer mortality in a lower socioeconomic status area of North St. Louis. This study used mixed methods including: (1) secondary analysis of Missouri Cancer Registry data on all 885 African-American women diagnosed with breast cancer from 2000 to 2008 while living in the geographic area of focus; (2) qualitative interviews with a subset of these women; (3) analysis of data from electronic medical records of the women interviewed; and (4) focus group interviews with community residents, patient navigators, and other health care professionals. 565 women diagnosed with breast cancer from 2000 to 2008 in the geographic area were alive at the time of secondary data analysis; we interviewed (n = 96; 17 %) of these women. Provider-level obstacles to completion of prescribed treatment included fragmented navigation (separate navigators at Federally Qualified Health Centers, surgical oncology, and medical oncology, and no navigation services in surgical oncology). Perhaps related to the latter, women described radiation as optional, often in the same words as they described breast reconstruction. Discontinuous and fragmented patient navigation leads to failure to associate radiation therapy with vital treatment recommendations. Better integrated navigation that continues throughout treatment will increase treatment completion with the potential to improve outcomes in African Americans and decrease the disparity in mortality.

Increasing Community Research Capacity to Address Health Disparities

Komaie, G., Ekenga, C. C., Sanders Thompson, V. L., & Goodman, M. (n.d.).

Publication year

2017

Journal title

Journal of Empirical Research on Human Research Ethics

Volume

12

Issue

1

Page(s)

55-66
Abstract
Abstract
The Community Research Fellows Training program is designed to enhance capacity for community-based participatory research; program participants completed a 15-week, Master of Public Health curriculum. We conducted qualitative, semistructured interviews with 81 participants from two cohorts to evaluate the learning environment and how the program improved participants' knowledge of public health research. Key areas that provided a conducive learning environment included the once-a-week schedule, faculty and participant diversity, and community-focused homework assignments. Participants discussed how the program enhanced their understanding of the research process and raised awareness of public health-related issues for application in their personal lives, professional occupations, and in their communities. These findings highlight key programmatic elements of a successful public health training program for community residents.

Increasing Interest in Data Literacy : The Quantitative Public Health Data Literacy Training Program

Shah, J., Bather, J. R., Chen, Y., Kaul, S., Dias, J. J., & Goodman, M. (n.d.).

Publication year

2025

Journal title

Journal of Statistics and Data Science Education

Volume

33

Issue

2

Page(s)

210-222
Abstract
Abstract
Due to the COVID-19 pandemic, the presentation of public health data to lay audiences has increased without most people having the knowledge to understand what these statistics mean. Recognizing that minoritized populations are deeply impacted by the pandemic and wanting to improve the racial representation in biostatistics we developed a training program aimed at increasing the data literacy of high school and college students from minoritized groups. The program introduced the basics of public health, data literacy, statistical software, descriptive statistics, and data ethics. The instructors taught eight synchronous sessions consisting of lectures and experiential group exercises. Five of the sessions were also offered asynchronously. Of the 209 students, 76% were college students; 90% identified as Black, Asian, or Latino/a/x; and the average age was 21 years. In synchronous sessions, 56% of students attended all sessions. All course sessions were rated as good/excellent by most ((Formula presented.)) students. The program recruited, engaged, and retained a large cohort ((Formula presented.)) of underrepresented students in biostatistics/data science for a virtual data literacy training. The program demonstrates the feasibility of developing and implementing public health training programs designed to increase racial and gender diversity in the field.

Increasing Interest in Data Literacy : The Quantitative Public Health Data Literacy Training Program

Shah, J., Bather, J. R., Chen, Y., Kaul, S., Dias, J. J., & Goodman, M. (n.d.).

Publication year

2024

Journal title

Journal of Statistics and Data Science Education
Abstract
Abstract
Due to the COVID-19 pandemic, the presentation of public health data to lay audiences has increased without most people having the knowledge to understand what these statistics mean. Recognizing that minoritized populations are deeply impacted by the pandemic and wanting to improve the racial representation in biostatistics we developed a training program aimed at increasing the data literacy of high school and college students from minoritized groups. The program introduced the basics of public health, data literacy, statistical software, descriptive statistics, and data ethics. The instructors taught eight synchronous sessions consisting of lectures and experiential group exercises. Five of the sessions were also offered asynchronously. Of the 209 students, 76% were college students; 90% identified as Black, Asian, or Latino/a/x; and the average age was 21 years. In synchronous sessions, 56% of students attended all sessions. All course sessions were rated as good/excellent by most ((Formula presented.)) students. The program recruited, engaged, and retained a large cohort ((Formula presented.)) of underrepresented students in biostatistics/data science for a virtual data literacy training. The program demonstrates the feasibility of developing and implementing public health training programs designed to increase racial and gender diversity in the field.

Increasing research literacy : The community research fellows training program

Coats, J. V., Stafford, J. D., Thompson, V. S., Javois, B. J., & Goodman, M. (n.d.).

Publication year

2015

Journal title

Journal of Empirical Research on Human Research Ethics

Volume

10

Issue

1

Page(s)

3-12
Abstract
Abstract
The Community Research Fellows Training (CRFT) Program promotes the role of underserved populations in research by enhancing the capacity for community-based participatory research (CBPR). CRFT consists of 12 didactic training sessions and 3 experiential workshops intended to train community members in research methods and evidence-based public health. The training (a) promotes partnerships between community members and academic researchers, (b) enhances community knowledge of public health research, and (c) trains community members to become critical consumers of research. Fifty community members participated in training sessions taught by multidisciplinary faculty. Forty-five (90%) participants completed the program. Findings demonstrate that the training increased awareness of health disparities, research knowledge, and the capacity to use CBPR as a tool to address disparities.

Increasing research literacy in minority communities : CARES fellows training program

Goodman, M., Dias, J. J., & Stafford, J. D. (n.d.).

Publication year

2010

Journal title

Journal of Empirical Research on Human Research Ethics

Volume

5

Issue

4

Page(s)

33-41
Abstract
Abstract
THE COMMUNITY ALLIANCE FOR Research Empowering Social Change (CARES) is an academic-community research partnership designed to: (1) train community members about evidencebased public health, (2) increase community members' scientific literacy, and (3) develop the infrastructure for community-based participatory research so that local stakeholders can examine and address racial/ethnic health disparities in their communities. Nineteen community members enrolled in the CARES training. The training consisted of 11 didactic training sessions and 4 experiential workshops, taught by a multidisciplinary faculty from research institutions. Results suggest that the training increased research literacy, prepared community members for collaborative work with academic researchers, and empowered them to utilize scientific research methods to create social change in their communities.

Information Topics of Greatest Interest for Return of Genome Sequencing Results among Women Diagnosed with Breast Cancer at a Young Age

Seo, J., Ivanovich, J., Goodman, M., Biesecker, B. B., & Kaphingst, K. A. (n.d.).

Publication year

2017

Journal title

Journal of Genetic Counseling

Volume

26

Issue

3

Page(s)

511-521
Abstract
Abstract
We investigated what information women diagnosed with breast cancer at a young age would want to learn when genome sequencing results are returned. We conducted 60 semi-structured interviews with women diagnosed with breast cancer at age 40 or younger. We examined what specific information participants would want to learn across result types and for each type of result, as well as how much information they would want. Genome sequencing was not offered to participants as part of the study. Two coders independently coded interview transcripts; analysis was conducted using NVivo10. Across result types, participants wanted to learn about health implications, risk and prevalence in quantitative terms, causes of variants, and causes of diseases. Participants wanted to learn actionable information for variants affecting risk of preventable or treatable disease, medication response, and carrier status. The amount of desired information differed for variants affecting risk of unpreventable or untreatable disease, with uncertain significance, and not health-related. Women diagnosed with breast cancer at a young age recognize the value of genome sequencing results in identifying potential causes and effective treatments and expressed interest in using the information to help relatives and to further understand their other health risks. Our findings can inform the development of effective feedback strategies for genome sequencing that meet patients’ information needs and preferences.

Introduction

Goodman, M., & Thompson, V. S. (n.d.).

Publication year

2017

Page(s)

xiii-xx
Abstract
Abstract
~

Investigation of interest in and timing preference for cancer predisposition testing and expanded carrier screening among women of reproductive age

Zhong, L., Bather, J. R., Daly, B. M., Kohlmann, W. K., Goodman, M., Rothwell, E., & Kaphingst, K. A. (n.d.).

Publication year

2023

Journal title

PEC Innovation

Volume

2
Abstract
Abstract
Objective: To examine cognitive, relational, and social predictors of interest in and timing preference for cancer predisposition testing (CPT) and expanded carrier screening (ECS) offered in routine gynecologic care for women of reproductive age. Methods: Women between 20 and 35 years old who were currently pregnant or had a prior pregnancy (N = 351) completed an online survey. Bivariate and multivariable analyses were used to identify significant predictors of women's interest in and timing preference for CPT and ECS. Results: Most respondents reported high interest in CPT and ECS and preferred to have them when planning for a pregnancy. Perceived importance of genetic information and negative attitude towards uncertainty predicted interest in CPT and ECS in multivariable models. Genetic knowledge predicted preference for CPT or ECS when planning for a pregnancy. Conclusion: Educational and decision support tools should be developed to enhance women's knowledge and awareness of CPT and ECS and to provide them with strategies to manage uncertainty. Innovation: We examined women's timing preference for CPT and ECS and the impact of partner support and trust with gynecologist. A context-specific attitudes toward uncertainty scale was used to investigate women's particular perceptions of uncertainty in genetic testing.

Is low health literacy associated with increased emergency department utilization and recidivism?

Griffey, R. T., Kennedy, S. K., McGownan, L., Goodman, M., & Kaphingst, K. A. (n.d.).

Publication year

2014

Journal title

Academic Emergency Medicine

Volume

21

Issue

10

Page(s)

1109-1115
Abstract
Abstract
Objectives: The objective was to determine whether patients with low health literacy have higher emergency department (ED) utilization and higher ED recidivism than patients with adequate health literacy. Methods: The study was conducted at an urban academic ED with more than 95,000 annual visits that is part of a 13-hospital health system, using electronic records that are captured in a central data repository. As part of a larger, cross-sectional, convenience sample study, health literacy testing was performed using the short test of functional health literacy in adults (S-TOFHLA) and standard test thresholds identifying those with inadequate, marginal, and adequate health literacy. The authors collected patients' demographic and clinical data, including items known to affect recidivism. This was a structured electronic record review directed at determining 1) the median number of total ED visits in this health system within a 2-year period and 2) the proportion of patients with each level of health literacy who had return visits within 3, 7, and 14 days of index visits. Descriptive data for demographics and ED returns are reported, stratified by health literacy level. The Mantel-Haenszel chi-square was used to test whether there is an association between health literacy and ED recidivism. A negative binomial multivariable model was performed to examine whether health literacy affects ED use, including variables significant at the 0.1 alpha level on bivariate analysis and retaining those significant at an alpha of 0.05 in the final model. Results: Among 431 patients evaluated, 13.2% had inadequate, 10% had marginal, and 76.3% had adequate health literacy as identified by S-TOFHLA. Patients with inadequate health literacy had higher ED utilization compared to those with adequate health literacy (p = 0.03). Variables retained in the final model included S-TOFHLA score, number of medications, having a personal doctor, being a property owner, race, insurance, age, and simple comorbidity score. During the study period, 118 unique patients each made at least one return ED visit within a 14-day period. The proportion of patients with inadequate health literacy making at least one return visit was higher than that of patients with adequate health literacy at 14 days, but was not significantly higher within 3 or 7 days. Conclusions: In this single-center study, higher utilization of the ED by patients with inadequate health literacy when compared to those with adequate health literacy was observed. Patients with inadequate health literacy made a higher number of return visits at 14 days but not at 3 or 7 days.

Love after lockup : examining the role of marriage, social status, and financial stress among formerly incarcerated individuals

Bather, J. R., McSorley, A. M., Rhodes-Bratton, B., Cuevas, A., Rouhani, S., Nafiu, R. T., Harris, A., & Goodman, M. (n.d.).

Publication year

2024

Journal title

Health and Justice

Volume

12

Issue

1
Abstract
Abstract
Background: Upon reintegration into society, formerly incarcerated individuals (FIIs) experience chronic financial stress due to prolonged unemployment, strained social relationships, and financial obligations. This study examined whether marriage and perceived social status can mitigate financial stress, which is deleterious to the well-being of FIIs. We also assessed whether sociodemographic factors influenced financial stress across marital status. We used cross-sectional data from 588 FIIs, collected in the 2023 Survey of Racism and Public Health. The financial stress outcome (Cronbach’s α = 0.86) comprised of five constructs: psychological distress, financial anxiety, job insecurity, life satisfaction, and financial well-being. Independent variables included marital and social status, age, race/ethnicity, gender identity, educational attainment, employment status, and number of dependents. Multivariable models tested whether financial stress levels differed by marital and perceived social status (individual and interaction effects). Stratified multivariable models assessed whether social status and sociodemographic associations varied by marital status. Results: We found that being married/living with a partner (M/LWP, b = -5.2) or having higher social status (b = -2.4) were protective against financial stress. Additionally, the social status effect was more protective among divorced, separated, or widowed participants (b = -2.5) compared to never married (NM, b = -2.2) and M/LWP (b = -1.7) participants. Lower financial stress correlated with Black race and older age, with the age effect being more pronounced among M/LWP participants (b = -9.7) compared to NM participants (b = -7.3). Higher financial stress was associated with woman gender identity (overall sample b = 2.9, NM sample b = 5.1), higher education (M/LWP sample b = 4.4), and having two or more dependents (overall sample b = 2.3, M/LWP sample b = 3.4). Conclusions: We provide novel insights into the interrelationship between marriage, perceived social status, and financial stress among FIIs. Our findings indicate the need for policies and programs which may target the family unit, and not only the individual, to help alleviate the financial burden of FIIs. Finally, programs that offer legal aid to assist in expungement or sealing of criminal records or those offering opportunities for community volunteer work in exchange for vouchers specific to legal debt among FIIs could serve to reduce financial stress and improve social standing.

Lower social vulnerability is associated with a higher prevalence of social media-involved violent crimes in Prince George’s County, Maryland, 2018–2023

Bather, J. R., Silver, D. R., Gill, B. P., Harris, A., Bae, J. Y., Parikh, N. S., & Goodman, M. (n.d.).

Publication year

2024

Journal title

Injury Epidemiology

Volume

11

Issue

1
Abstract
Abstract
Background: Social vulnerability may play a role in social media-involved crime, but few studies have investigated this issue. We investigated associations between social vulnerability and social media-involved violent crimes. Methods: We analyzed 22,801 violent crimes occurring between 2018 and 2023 in Prince George’s County, Maryland. Social media involvement was obtained from crime reports at the Prince George’s County Police Department. Social media application types included social networking, advertising/selling, ridesharing, dating, image/video hosting, mobile payment, instant messaging/Voice over Internet Protocol, and other. We used the Centers for Disease Control and Prevention’s Social Vulnerability Index to assess socioeconomic status (SES), household characteristics, racial and ethnic minority status, housing type and transportation, and overall vulnerability. Modified Poisson models estimated adjusted prevalence ratios (aPRs) among the overall sample and stratified by crime type (assault and homicide, robbery, and sexual offense). Covariates included year and crime type. Results: Relative to high tertile areas, we observed a higher prevalence of social media-involved violent crimes in areas with low SES vulnerability (aPR: 1.82, 95% CI: 1.37-2.43), low housing type and transportation vulnerability (aPR: 1.53, 95% CI: 1.17-2.02), and low overall vulnerability (aPR: 1.63, 95% CI: 1.23-2.17). Low SES vulnerability areas were significantly associated with higher prevalences of social media-involved assaults and homicides (aPR: 1.64, 95% CI: 1.02-2.62), robberies (aPR: 2.00, 95% CI: 1.28-3.12), and sexual offenses (aPR: 2.07, 95% CI: 1.02-4.19) compared to high SES vulnerability areas. Low housing type and transportation vulnerability (vs. high) was significantly associated with a higher prevalence of social media-involved robberies (aPR: 1.54, 95% CI:1.01-2.37). Modified Poisson models also indicated that low overall vulnerability areas had higher prevalences of social media-involved robberies (aPR: 1.71, 95% CI: 1.10-2.67) and sexual offenses (aPR: 2.14, 95% CI: 1.05-4.39) than high overall vulnerability areas. Conclusions: We quantified the prevalence of social media-involved violent crimes across social vulnerability levels. These insights underscore the need for collecting incident-based social media involvement in crime reports among law enforcement agencies across the United States and internationally. Comprehensive data collection at the national and international levels provides the capacity to elucidate the relationships between neighborhoods, social media, and population health.

Mammograms on-the-go - Predictors of repeat visits to mobile mammography vans in St Louis, Missouri, USA : A case-control study

Drake, B. F., Abadin, S. S., Lyons, S., Chang, S. H., Steward, L. T., Kraenzle, S., & Goodman, M. (n.d.).

Publication year

2015

Journal title

BMJ open

Volume

5

Issue

3
Abstract
Abstract
Objectives: Among women, breast cancer is the most common non-cutaneous cancer and second most common cause of cancer-related death. The purpose of this study was to determine the extent to which women use mobile mammography vans for breast cancer screening and what factors are associated with repeat visits to these vans. Design: A case-control study. Cases are women who had a repeat visit to the mammography van. (n=2134). Participants: Women who received a mammogram as part of Siteman Cancer Center's Breast Health Outreach Program responded to surveys and provided access to their clinical records (N=8450). Only visits from 2006 to 2014 to the mammography van were included. Outcome measures: The main outcome is having a repeat visit to the mammography van. Among the participants, 25.3% (N=2134) had multiple visits to the mobile mammography van. Data were analysed using χ2 tests, logistic regression and negative binomial regression. Results: Women who were aged 50-65, uninsured, or African-American had higher odds of a repeat visit to the mobile mammography van compared with women who were aged 40-50, insured, or Caucasian (OR=1.135, 95% CI 1.013 to 1.271; OR=1.302, 95% CI 1.146 to 1.479; OR=1.281, 95% CI 1.125 to 1.457), respectively. However, the odds of having a repeat visit to the van were lower among women who reported a rural ZIP code or were unemployed compared with women who provided a suburban ZIP code or were employed (OR=0.503, 95% CI 0.411 to 0.616; OR=.868, 95% CI 0.774 to 0.972), respectively. Conclusion: This study has identified key characteristics of women who are either more or less likely to use mobile mammography vans as their primary source of medical care for breast cancer screening and have repeat visits.

Mothers moving towards empowerment' intervention to reduce stigma and improve treatment adherence in pregnant women living with HIV in Botswana : Study protocol for a pragmatic clinical trial

Poku, O. B., Ho-Foster, A. R., Entaile, P., Misra, S., Mehta, H., Rampa, S., Goodman, M., Arscott-Mills, T., Eschliman, E., Jackson, V., Melese, T., Becker, T. D., Eisenberg, M., Link, B., Go, V., Opondo, P. R., Blank, M. B., & Yang, L. H. (n.d.).

Publication year

2020

Journal title

Trials

Volume

21

Issue

1
Abstract
Abstract
BACKGROUND: With high rates of HIV and multiple vulnerable subgroups across diverse settings, there is a need for culturally based, HIV stigma reduction interventions. Pregnant women who are living with HIV are especially in need of services to protect not only their own but also their children's lives. Uptake of HIV services worldwide is hindered by stigma towards persons living with HIV/AIDS. While cultural context plays a key role in shaping HIV stigma, these insights have not yet been fully integrated into stigma reduction strategies. By utilizing the "What Matters Most" stigma framework, we propose that an intervention to counter culturally salient aspects of HIV stigma will improve treatment adherence and other relevant outcomes. A pragmatic clinical trial in Botswana will evaluate the "Mothers Moving towards Empowerment" (MME) intervention, which seeks to address HIV stigma in Botswana and to specifically engage pregnant mothers so as to promote antiretroviral therapy (ART) adherence in the postpartum period.METHODS: This study will test MME against treatment as usual (TAU) among pregnant mothers diagnosed with HIV and their infants. Outcomes will be assessed during pregnancy and 16 weeks postpartum. Women who meet eligibility criteria are assigned to MME or TAU. Women assigned to MME are grouped with others with similar estimated delivery dates, completing up to eight intervention group sessions scheduled before week 36 of their pregnancies. Primary outcomes among mothers include (i) reducing self-stigma, which is hypothesized to mediate improvements in (ii) psychological outcomes (quality of life, depression and social functioning), and (iii) adherence to antenatal care and ART. We will also examine a set of follow-up infant birth outcomes (APGAR score, preterm delivery, mortality (at < 16 weeks), birth weight, vaccination record, and HIV status).DISCUSSION: Our trial will evaluate MME, a culturally based HIV stigma reduction intervention using the "What Matters Most" framework, to reduce stigma and improve treatment adherence among pregnant women and their infants. This study will help inform further refinement of MME and preparation for a future large-scale, multisite, randomized controlled trial (RCT) in Botswana.TRIAL REGISTRATION: ClinicalTrials.gov NCT03698981 . Registered on October 8, 2018.

Multivariate or multivariable regression?

Hidalgo, B., & Goodman, M. (n.d.).

Publication year

2013

Journal title

American journal of public health

Volume

103

Issue

1

Page(s)

39-40
Abstract
Abstract
~

National and Regional Trends in Police Pursuit Fatalities in the US

Bather, J. R., & Goodman, M. (n.d.).

Publication year

2024

Journal title

JAMA network open

Volume

7

Issue

11

Page(s)

e2446415
Abstract
Abstract
~

Neighborhood characteristics and health literacy : Evidence from the survey of racism and public health

Odumegwu, J. N., Bather, J. R., Harris, A., Wizentier, M. M., Kaphingst, K. A., & Goodman, M. (n.d.).

Publication year

2025

Journal title

Public Health

Volume

242

Page(s)

206-213
Abstract
Abstract
Objectives: Limited research exists on the relationship between neighborhood characteristics and health literacy. We investigated the potential impacts of neighborhood characteristics on health literacy and explored whether these associations varied across racial/ethnic groups. Study design: The study was a web-based cross-sectional study of adults (18+ years old) residing in areas within the US Health and Human Services Regions 1, 2, or 3. Methods: The 2023 Survey of Racism and Public Health dataset was linked with the 2017–2021 American Community Survey dataset using the respondents' zip codes to obtain measures of residential segregation, neighborhood deprivation, racial and economic polarization, and racial and educational isolation. The Brief Health Literacy Screen was used to assess participants' health literacy. Unadjusted and adjusted models were employed to explore the associations between neighborhood characteristics and limited health literacy. Results: Of 4948 participants, the mean age was 47 (SD = 17) years, 48 % were White, and 42 % had college degrees or higher. Greater neighborhood deprivation was associated with an increased likelihood of limited health literacy (aOR = 1.12, 95 % CI: 1.01, 1.24). Higher racial and economic polarization was associated with decreased odds of limited health literacy (aOR = 0.83, 95 % CI: 0.73, 0.93). Increased racial isolation is associated with increased odds of limited health literacy (aOR = 1.31, 95 % CI:1.14,1.50). These associations did not significantly vary by racialized/ethnic groups. Conclusions: Incorporating neighborhood characteristics in health literacy research helps reveal a possible critical key risk factor; higher neighborhood deprivation increases the likelihood of limited health literacy with no variation across the racial/ethnic groups within the same neighborhood. The findings point policymakers toward the direction for intervention in policy changes that will reduce the maldistribution of health—and economic-promoting resources and risky life-course exposures in communities to improve public health literacy.

Neighborhood Disadvantage and Genetic Testing Use Among a Nationally Representative Sample of US Adults

Bather, J. R., Goodman, M., & Kaphingst, K. A. (n.d.).

Publication year

2025

Journal title

Journal of Primary Care and Community Health

Volume

16
Abstract
Abstract
Introduction: Genetic testing helps individuals with disease management, family planning, and medical decision-making. Identifying individual-level factors related to the use of genetic services is essential but may only partially explain differential genetic service usage. To address this knowledge gap, we analyzed data on a national sample of US adults to evaluate whether higher neighborhood vulnerability is significantly associated with lower genetic testing utilization, controlling for sociodemographic and health characteristics. Methods: A 2024 nationally representative cross-sectional survey of 631 US adults recruited using NORC’s probability-based AmeriSpeak panel. Genetic testing uptake was measured as self-reported ever use of ancestry, personal trait, specific disease, or prenatal genetic carrier testing. Secondary outcomes were indicator variables for each genetic testing type. Neighborhood vulnerability (low versus high) was measured by the Social Vulnerability Index, capturing socioeconomic factors affecting community resilience to natural hazards and disasters. Results: Forty-eight percent of the weighted sample used genetic testing services. Compared to those in low vulnerability areas, individuals in high vulnerability areas had 42% lower odds (adjusted OR: 0.58, 95% CI: 0.37-0.90) of using genetic testing services, controlling for individual-level characteristics. Secondary analyses showed no evidence of statistically significant relationships between neighborhood vulnerability and specific types of genetic testing services. Conclusion: Findings suggest that neighborhood vulnerability may contribute to differences in genetic testing uptake, which is crucial to increasing early detection of cancer susceptibility and reducing US cancer incidence. This study demonstrates the importance of going beyond examining individual characteristics to investigating structural factors negatively impacting genetic testing usage.

Nonparametric diagnostic test for conditional logistic regression

Goodman, M., & Li, Y. (n.d.).

Publication year

2012

Journal title

Journal of Biometrics and Biostatistics
Abstract
Abstract
~

Panel: Leveraging Lessons from Innovations within Public Health, Communities and Health SystemsPanelists: Adriana Joseph, Melody Goodman, and Eugenia South

Goodman, M. (n.d.).

Publication year

2023
Abstract
Abstract
~

Perceived barriers to assessing understanding and appreciation of informed consent in clinical trials : A mixed-method study

Solomon, E. D., Mozersky, J., Baldwin, K., Wroblewski, M. P., Parsons, M. V., Goodman, M., & Dubois, J. M. (n.d.).

Publication year

2021

Journal title

Journal of Clinical and Translational Science

Volume

5

Issue

1
Abstract
Abstract
Introduction: Participants and research professionals often overestimate how well participants understand and appreciate consent information for clinical trials, and experts often vary in their determinations of participant's capacity to consent to research. Past research has developed and validated instruments designed to assess participant understanding and appreciation, but the frequency with which they are utilized is unknown. Methods: We administered a survey to clinical researchers working with older adults or those at risk of cognitive impairment (N = 1284), supplemented by qualitative interviews (N = 60). Results: We found that using a validated assessment of consent is relatively uncommon, being used by only 44% of researchers who had an opportunity. Factors that predicted adoption of validated assessments included not seeing the study sponsor as a barrier, positive attitudes toward assessments, and being confident that they had the resources needed to implement an assessment. The perceived barriers to adopting validated assessments of consent included lack of awareness, lack of knowledge, being unsure of how to administer such an assessment, and the burden associated with implementing this practice. Conclusions: Increasing the use of validated assessments of consent will require educating researchers on the practice and emphasizing very practical assessments, and may require Institutional Review Boards (IRBs) or study sponsors to champion the use of assessments.

Perceived barriers to mammography among underserved women in a Breast Health Center Outreach Program

Fayanju, O. M., Kraenzle, S., Drake, B. F., Oka, M., & Goodman, M. (n.d.).

Publication year

2014

Journal title

American Journal of Surgery

Volume

208

Issue

3

Page(s)

425-434
Abstract
Abstract
Background To investigate perceived barriers to mammography among underserved women, we asked participants in the Siteman Cancer Center Mammography Outreach Registry-developed in 2006 to evaluate mobile mammography's effectiveness among the underserved-why they believed women did not get mammograms. Methods The responses of approximately 9,000 registrants were analyzed using multivariable logistic regression. We report adjusted odds ratios (OR) and 95% confidence intervals (CI) significant at 2-tailed P values less than.05. Results Fears of cost (40%), mammogram-related pain (13%), and bad news (13%) were the most commonly reported barriers. Having insurance was associated with not perceiving cost as a barrier (OR.44, 95% CI.40 to.49), but with perceiving fear of both mammogram-related pain (OR 1.39, 95% CI 1.21 to 1.60) and receiving bad news (OR 1.38, 95% CI 1.19 to 1.60) as barriers. Conclusion Despite free services, underserved women continue to report experiential and psychological obstacles to mammography, suggesting the need for more targeted education and outreach in this population.

Perceived familiarity with and importance of family health history among a medically underserved population

Ashida, S., Goodman, M., Stafford, J., Lachance, C., & Kaphingst, K. A. (n.d.).

Publication year

2012

Journal title

Journal of Community Genetics

Volume

3

Issue

4

Page(s)

285-295
Abstract
Abstract
Inadequate knowledge of family health history (FHH) continues to be a major obstacle limiting its usefulness in public health and clinical practice; strategies to facilitate FHH dissemination are needed. Data (N0 1,334) were obtained through waiting-room surveys completed by a diverse sample of patients attending three community health centers. Perceptions about the importance of genetic information (β00.13, p

Photovoice as a Pedagogical Tool to Increase Research Literacy Among Community Members

Komaie, G., Gilbert, K. L., Arroyo, C., & Goodman, M. (n.d.).

Publication year

2018

Journal title

Pedagogy in Health Promotion

Volume

4

Issue

2

Page(s)

108-114
Abstract
Abstract
Photovoice is a community-based participatory research method that engages individuals to use photographs to reflect on the strengths and issues affecting their community as well as advocate for positive change. This article presents using photovoice as a pedagogical tool to introduce qualitative research methods to community members enrolled in the 15-week Community Research Fellows Training Program in Saint Louis, Missouri. Seventy-eight community members across two cohorts completed individual homework assignments examining social capital and health. Completed assignments were categorized into six general themes and participants took part in facilitated small group discussions by theme. Pre- and posttest surveys were completed; statistically significant improvements were seen in participants’ knowledge of qualitative methods. On a scale of 1 to 5, participants rated the qualitative methods session positively with an overall score of 4.48 (Cohort I) and 4.80 (Cohort II). Qualitative data from session evaluations and exit interviews illustrate completing a photovoice project served as a “powerful” and “insightful” experience that enhanced experiential learning and engaged participants in health-related research in their communities. Participants’ positive session evaluations and increased knowledge of qualitative methods suggest that photovoice is an effective pedagogical tool to increase research literacy among community members. Opportunities to broadly train community members, especially those that are not part of a single community-based organization, may help build broader community capacity and as such strengthen community–academic partnerships.

Predicting whether a patient with missing electronic health record data meets clinical decision support algorithm criteria for genetic evaluation: a statistical learning and machine learning approach

Goodman, M. (n.d.).
Abstract
Abstract
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Contact

gph.dean@nyu.edu 708 Broadway New York, NY, 10003