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Figueroa CA, Torkamaan H, Bhattacharjee A, Hauptmann H, Guan KW, Sedrakyan G. Designing Health Recommender Systems to Promote Health Equity: A Socioecological Perspective. J Med Internet Res 2025; 27:e60138. [PMID: 39883934 DOI: 10.2196/60138] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2024] [Revised: 11/07/2024] [Accepted: 11/25/2024] [Indexed: 02/01/2025] Open
Abstract
Health recommender systems (HRS) have the capability to improve human-centered care and prevention by personalizing content, such as health interventions or health information. HRS, an emerging and developing field, can play a unique role in the digital health field as they can offer relevant recommendations, not only based on what users themselves prefer and may be receptive to, but also using data about wider spheres of influence over human behavior, including peers, families, communities, and societies. We identify and discuss how HRS could play a unique role in decreasing health inequities. We use the socioecological model, which provides representations of how multiple, nested levels of influence (eg, community, institutional, and policy factors) interact to shape individual health. This perspective helps illustrate how HRS could address not just individual health factors but also the structural barriers-such as access to health care, social support, and access to healthy food-that shape health outcomes at various levels. Based on this analysis, we then discuss the challenges and future research priorities. We find that despite the potential for targeting more complex systemic challenges to obtaining good health, current HRS are still focused on individual health behaviors, often do not integrate the lived experiences of users in the design, and have had limited reach and effectiveness for individuals from low socioeconomic status and racial or ethnic minoritized backgrounds. In this viewpoint, we argue that a new design paradigm is necessary in which HRS focus on incorporating structural barriers to good health in addition to user preferences. HRS should be designed with an emphasis on health systems, which also includes incorporating decolonial perspectives of well-being that challenge prevailing medical models. Furthermore, potential lies in evaluating the health equity effects of HRS and leveraging collected data to influence policy. With changes in practices and with an intentional equity focus, HRS could play a crucial role in health promotion and decreasing health inequities.
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Affiliation(s)
- Caroline A Figueroa
- Faculty of Technology, Policy and Management, Delft University of Technology, Delft, Netherlands
- School of Social Welfare, University of California, Berkeley, Berkeley, CA, United States
| | - Helma Torkamaan
- Faculty of Technology, Policy and Management, Delft University of Technology, Delft, Netherlands
| | | | | | - Kathleen W Guan
- Faculty of Technology, Policy and Management, Delft University of Technology, Delft, Netherlands
| | - Gayane Sedrakyan
- Department High-Tech Business and Entrepreneurship Section, Industrial Engineering and Business Information Systems, University of Twente, Enschede, Overijssel, Netherlands
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Ajayi AI, Chamdimba E, Sawadogo N, Gitahi N, Tarnagda AM, Ilboudo AK, Munthali A, Thakwalakwa C, Otukpa EO, Ushie BA, Kabiru CW. Socio-ecological factors associated with probable depression among pregnant and parenting adolescent girls: findings from a cross-sectional study in Burkina Faso and Malawi. Reprod Health 2023; 20:38. [PMID: 36882850 PMCID: PMC9990966 DOI: 10.1186/s12978-023-01588-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2022] [Accepted: 02/23/2023] [Indexed: 03/09/2023] Open
Abstract
BACKGROUND Pregnant and parenting adolescent girls are at risk of poor mental health because of stigma and social exclusion. Despite one in four girls starting childbearing by the age of 19 in Africa, no study, to the best of our knowledge, has examined the multi-layered factors (individual, family, friends, and neighborhood-related factors) associated with depressive symptoms among pregnant and parenting girls in Africa. Our study contributes to addressing this gap by examining the socio-ecological factors associated with depression symptoms among pregnant and parenting adolescent girls. METHODS Our study adopted a cross-sectional design. Between March and September 2021, we interviewed 980 pregnant and parenting adolescent girls in Ouagadougou, Burkina Faso, and 669 in Blantyre, Malawi. We recruited pregnant and parenting adolescent girls in randomly selected urban and rural enumeration areas in Burkina Faso (n = 71) and Malawi (n = 66). We assessed depressive symptoms using the Patient Health Questionnaire (PHQ-9), which generated an overall score of 27. We considered a score of 10 or more as probable depression. We also obtained information on individual, family, friends, and neighborhood characteristics. We employed logistic regression models to examine the significant factors associated with probable depression among pregnant and parenting adolescent girls. RESULTS The prevalence of probable depression was 18.8% and 14.5% in Burkina Faso and Malawi, respectively. At the individual level, having secondary education was significantly associated with a lower likelihood of probable depression in Malawi (AOR: 0.47; 95% CI 0.27-0.82) but not in Burkina Faso. At the family level, denying paternity (AOR: 3.14; 95% CI 1.34-7.11 in Malawi) and no parental support (AOR: 2.08; 95% CI 1.22-3.55 in Burkina Faso) were associated with higher odds of probable depression. At the community level, perceived neighborhood safety was associated with a lower likelihood of probable depression in Malawi (AOR: 0.74; 95% CI 0.61-0.89) and Burkina Faso (AOR: 0.81; 95% CI 0.73-0.90). Having a safety net within the community was associated with lower odds of probable depression in Burkina Faso (AOR: 0.87; 95% CI 0.78-0.96) but not in Malawi. CONCLUSION Depressive symptoms are common among pregnant and parenting adolescents, suggesting the need to screen them regularly for depression during antenatal and postnatal visits. Factors associated with depression among pregnant and parenting girls operate at multiple levels suggesting a need for multilevel interventions that address all areas of vulnerabilities.
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Affiliation(s)
- Anthony Idowu Ajayi
- Sexual, Reproductive, Maternal, New-born, Child and Adolescent Health (SRMNCAH) Unit, African Population and Health Research Center, Manga Close, Nairobi, Kenya.
| | - Elita Chamdimba
- Centre for Social Research, University of Malawi, P. O. Box 280, Zomba, Malawi
| | - Nathalie Sawadogo
- Institut Supérieur des Sciences de La Population, Université Joseph Ki-Zerbo, B.P. 7118, Ouagadougou 03, Burkina Faso
| | - Nyawira Gitahi
- Dalla Lana School of Public Health, University of Toronto, 155 College St Room 500, Toronto, ON, M5T 3M7, Canada
| | - Abdoul Moumini Tarnagda
- Institut Supérieur des Sciences de La Population, Université Joseph Ki-Zerbo, B.P. 7118, Ouagadougou 03, Burkina Faso
| | - Abdoul Kader Ilboudo
- Institut Supérieur des Sciences de La Population, Université Joseph Ki-Zerbo, B.P. 7118, Ouagadougou 03, Burkina Faso
| | - Alister Munthali
- Centre for Social Research, University of Malawi, P. O. Box 280, Zomba, Malawi
| | | | - Emmanuel Oloche Otukpa
- Sexual, Reproductive, Maternal, New-born, Child and Adolescent Health (SRMNCAH) Unit, African Population and Health Research Center, Manga Close, Nairobi, Kenya
| | - Boniface Ayanbekongshie Ushie
- Sexual, Reproductive, Maternal, New-born, Child and Adolescent Health (SRMNCAH) Unit, African Population and Health Research Center, Manga Close, Nairobi, Kenya
| | - Caroline W Kabiru
- Sexual, Reproductive, Maternal, New-born, Child and Adolescent Health (SRMNCAH) Unit, African Population and Health Research Center, Manga Close, Nairobi, Kenya
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Tieu L, Walton QL, Sherbourne CD, Miranda JM, Wells KB, Tang L, Williams P, Anderson GL, Booker-Vaughns J, Pulido E, Carr T, Heller SM, Bromley E. Life Events, Barriers to Care, and Outcomes Among Minority Women Experiencing Depression: A Longitudinal, Mixed-Method Examination. J Nerv Ment Dis 2022; 210:596-606. [PMID: 35184128 PMCID: PMC9338920 DOI: 10.1097/nmd.0000000000001496] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
ABSTRACT The long-term course of depression is not well-understood among minority women. We assessed depression trajectory, barriers to depression care, and life difficulties among minority women accessing health and social service programs as part of the Community Partners in Care study. Data include surveys ( N = 339) and interviews ( n = 58) administered at 3-year follow-up with African American and Latina women with improved versus persistent depression. The majority of the sample reported persistent depression (224/339, 66.1%), ≥1 barrier to mental health care (226/339, 72.4%), and multiple life difficulties (mean, 2.7; SD, 2.3). Many barriers to care ( i.e. , related to stigma and care experience, finances, and logistics) and life difficulties ( i.e. , related to finances, trauma, and relationships) were more common among individuals reporting persistent depression. Results suggest the importance of past experiences with depression treatment, ongoing barriers to care, and negative life events as contributors to inequities in depression outcomes experienced by minority women.
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Affiliation(s)
- Lina Tieu
- Department of Health Policy and Management, Fielding School of Public Health, University of California, Los Angeles, 650 Charles Young Drive South, A2-125 CHS, Los Angeles, CA, USA
| | - Quenette L. Walton
- Graduate College of Social Work, University of Houston, 3511 Cullen Blvd Room 110HA, Houston, TX, USA
| | | | - Jeanne M. Miranda
- Department of Health Policy and Management, Fielding School of Public Health, University of California, Los Angeles, 650 Charles Young Drive South, A2-125 CHS, Los Angeles, CA, USA
- Department of Psychiatry and Biobehavioral Sciences, David Geffen School of Medicine, University of California, Los Angeles, 760 Westwood Plaza, Los Angeles, CA, USA
- Jane and Terry Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, 10920 Wilshire Blvd., Suite 300, Los Angeles, CA, USA
| | - Kenneth B. Wells
- Department of Health Policy and Management, Fielding School of Public Health, University of California, Los Angeles, 650 Charles Young Drive South, A2-125 CHS, Los Angeles, CA, USA
- RAND Corporation, 1776 Main St, Santa Monica, CA, USA
- Department of Psychiatry and Biobehavioral Sciences, David Geffen School of Medicine, University of California, Los Angeles, 760 Westwood Plaza, Los Angeles, CA, USA
- Jane and Terry Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, 10920 Wilshire Blvd., Suite 300, Los Angeles, CA, USA
| | - Lingqi Tang
- Department of Psychiatry and Biobehavioral Sciences, David Geffen School of Medicine, University of California, Los Angeles, 760 Westwood Plaza, Los Angeles, CA, USA
- Jane and Terry Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, 10920 Wilshire Blvd., Suite 300, Los Angeles, CA, USA
| | - Pluscedia Williams
- Department of Social and Preventive Medicine: Community Engagement, Charles R. Drew University of Medicine & Science,1731 E. 120th St, Los Angeles, CA, USA
| | - Gera L. Anderson
- Asian Americans for Community Involvement, 2400 Moorpark Ave, San Jose, CA, USA
| | - Juanita Booker-Vaughns
- Department of Social and Preventive Medicine: Community Engagement, Charles R. Drew University of Medicine & Science,1731 E. 120th St, Los Angeles, CA, USA
| | - Esmeralda Pulido
- University of Washington Medical Center, 1959 N.W. Pacific St, Seattle, WA, USA
| | - Themba Carr
- Autism Discovery Institute, Rady Children’s Hospital San Diego, 3020 Children’s Way, San Diego, CA, USA
| | - S. Megan Heller
- Department of Anthropology, University of California, Los Angeles, 375 Portola Plaza, Los Angeles, CA, USA
| | - Elizabeth Bromley
- Department of Psychiatry and Biobehavioral Sciences, David Geffen School of Medicine, University of California, Los Angeles, 760 Westwood Plaza, Los Angeles, CA, USA
- Jane and Terry Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, 10920 Wilshire Blvd., Suite 300, Los Angeles, CA, USA
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Gaber SN, Rosenblad AK, Mattsson E, Klarare A. The relationship between attitudes to homelessness and perceptions of caring behaviours: a cross-sectional study among women experiencing homelessness, nurses and nursing students. BMC Womens Health 2022; 22:159. [PMID: 35546674 PMCID: PMC9092332 DOI: 10.1186/s12905-022-01744-8] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2022] [Accepted: 04/29/2022] [Indexed: 11/26/2022] Open
Abstract
BACKGROUND Women experiencing homelessness have complex and multifaceted healthcare needs and yet they are an underserved population across healthcare services. Nurses are trained to perform an integral role in the provision of equitable healthcare and their attitudes towards homelessness may therefore influence the care that women experiencing homelessness receive. This study aimed to examine correlations between attitudes towards homelessness and caring behaviours, and to test if these correlations differed between the groups of women experiencing homelessness, registered nurses, and nursing students. METHODS A cross-sectional design using convenience sampling was used to recruit women experiencing homelessness (n = 37), registered nurses (n = 90), and nursing students (n = 138) in Stockholm, Sweden between August 2019 and December 2020. The participants answered two questionnaires: the Attitudes Toward Homelessness Inventory and the Caring Behaviours Inventory-24. Correlations between ordinal variables were calculated using Spearman's rank correlation ρ. Tests of equality between two independent correlations were performed using a Z-test applied to Fisher's z-transformed correlations. An advisory board of women with lived experience of homelessness supported the interpretation of the results. RESULTS Weak, negative correlations were identified between the Attitudes Toward Homelessness Inventory and Caring Behaviours Inventory-24. The Attitudes Toward Homelessness Inventory mean total scores (SD) were 4.1 (0.6), 4.2 (0.6), 4.1 (0.5) points for the women experiencing homelessness, registered nurse, and nursing student groups, respectively, with the corresponding scores for the Caring Behaviours Inventory-24 being 4.1 (1.1), 5.2 (0.5), 4.8 (0.7) points, respectively. CONCLUSIONS To promote equitable health for women experiencing homelessness, healthcare providers and nurse educators should consider the role of stigmatising attitudes in relation to caring behaviours.
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Affiliation(s)
- Sophie Nadia Gaber
- Department of Health Care Sciences, Marie Cederschiöld University, Stockholm, Sweden.
- Department of Women's and Children's Health, Healthcare Sciences and E-Health, Uppsala University, Uppsala, Sweden.
| | - Andreas Karlsson Rosenblad
- Department of Medical Sciences, Division of Clinical Diabetology and Metabolism, Uppsala University, Uppsala, Sweden
- Department of Neurobiology, Care Sciences and Society, Division of Family Medicine and Primary Care, Karolinska Institutet, Solna, Sweden
| | - Elisabet Mattsson
- Department of Health Care Sciences, Marie Cederschiöld University, Stockholm, Sweden
- Department of Women's and Children's Health, Healthcare Sciences and E-Health, Uppsala University, Uppsala, Sweden
| | - Anna Klarare
- Department of Health Care Sciences, Marie Cederschiöld University, Stockholm, Sweden
- Department of Women's and Children's Health, Healthcare Sciences and E-Health, Uppsala University, Uppsala, Sweden
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Lathan EC, Selwyn CN, Langhinrichsen-Rohling J. The "3 Es" of trauma-informed care in a federally qualified health center: Traumatic Event- and Experience-related predictors of physical and mental health Effects among female patients. JOURNAL OF COMMUNITY PSYCHOLOGY 2021; 49:703-724. [PMID: 33301611 DOI: 10.1002/jcop.22488] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/09/2020] [Revised: 10/06/2020] [Accepted: 11/13/2020] [Indexed: 06/12/2023]
Abstract
Federally Qualified Health Centers (FQHCs) are a fast-growing source of healthcare for women with intersectional identities, or those most frequently exposed to and negatively impacted by interpersonal trauma. According to the "3 E" conceptualization of trauma, certain Event- and Experience-related characteristics of a trauma predict victims' physical and mental health Effects. The "3 Es" have yet to be studied in female FQHC patients. The current study examined the prevalence of interpersonal trauma and interrelationships among traumatic Event-related factors (e.g., cumulative trauma by victim-perpetrator relationship), Experience-related factors (e.g., betrayal, resilience), and Effects (e.g., somatic symptoms, posttraumatic stress (PTS), anxiety/depression, mistrust, reduced sense of safety) among 138 predominantly Black (89.1%) women receiving care at an FQHC in the southeastern U.S. Roughly 65% of participants (n = 86) endorsed exposure to at least one type of interpersonal trauma. More cumulative trauma was significantly correlated with more somatic, PTS, and anxious/depressive symptoms, and a reduced sense of safety. Experiences of betrayal and/or resilience were better predictors of PTS and anxious/depressive symptoms and lack of safety than Event-related factors. Findings support the need for the implementation of trauma-informed care within community-based health centers. Healthcare providers should consider women's subjective experience of trauma when screening for exposure and providing trauma-sensitive care.
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Affiliation(s)
- Emma C Lathan
- Department of Psychiatry and Behavioral Sciences, The University of Texas Health Science Center at Houston, Houston, Texas, USA
- Department of Psychology, University of South Alabama, Mobile, Alabama, USA
| | - Candice N Selwyn
- Department of Community Mental Health Nursing, University of South Alabama, Mobile, Alabama, USA
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Bakhtari F, Sarbakhsh P, Daneshvar J, Bhalla D, Nadrian H. Determinants of Depressive Symptoms Among Rural Health Workers: An Application of Socio-Ecological Framework. J Multidiscip Healthc 2020; 13:967-981. [PMID: 33061403 PMCID: PMC7519861 DOI: 10.2147/jmdh.s255436] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2020] [Accepted: 08/21/2020] [Indexed: 11/23/2022] Open
Abstract
OBJECTIVE The objective of this study was to assess depressive symptoms among rural health workers (RHWs) through a multi-factorial socio-ecological framework (SEF) encompassing personal, interpersonal, organizational and community components. PATIENTS AND METHODS A random sample of 394 RHWs in all rural areas of East Azerbaijan and fulfilling our other inclusion criteria were recruited. The participants underwent the Short-Form Beck's Depression Inventory and a validated researcher-constructed SEF questionnaire, including subscales on personal, interpersonal, organizational and community factors associated with depressive symptoms. Internal consistency and factor structure parameters of the SEF were also calculated. RESULTS A total of 394 RHWs were screened, of whom 170 (43.2%) had mild to major depressive symptoms. Only 6.8% were identified with major depressive symptoms. The SEF-based scale was found to have acceptable content validity (content validity index and ratio were 0.80 and 0.77, respectively) and reliability (Cronbach's alpha=0.7). In the structural equation modeling, the fit indices showed our model to fit the data well (χ 2=14.06, df=14, χ 2/df=1.00, CFI=0.967, RMSEA=0.032). The highest direct contribution to depressive symptoms was found from the personal factors component (β=-2.32). Also, "work load and roles interference" (from organizational level, β=-0.76) and "family/colleague support" (from community level, β=-1.28) made significant direct contributions towards depressive symptoms. Besides the SEF components, female gender (β=1.69), family history of mental illness (β=-1.48), having chronic illnesses (β=-1.64) and being religious (β=3.43) were the strongest direct contributors to depressive symptoms. CONCLUSION Depressive symptoms were common among RHWs, arising from all personal-, interpersonal-, organizational- and community-level factors. Our SEF had adequate internal consistency and factor structure parameters to be applied in the Middle East and North Africa (MENA) region countries, such as Iran, as a theoretical framework to plan for interventional efforts aiming at preventing depressive symptoms among RHWs. The burden of depressive symptoms should be reduced through multi-factorial interventions and rational perspectives.
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Affiliation(s)
- Fatemeh Bakhtari
- Department of Health Education and Promotion, Faculty of Health, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Parvin Sarbakhsh
- Department of Statistics and Epidemiology, Faculty of Health, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Jalil Daneshvar
- Department of Health Education and Promotion, Faculty of Health, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Devender Bhalla
- Pôle Universitaire euclide Intergovernmental UN Treaty 49006/49007, Bangui, Central African Republic
- Iranian Epilepsy Association, Tehran, Iran
| | - Haidar Nadrian
- Social Determinants of Health Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
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