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20 pages, 365 KiB  
Article
But at What Cost? Healthcare Utilization of Canadian Carer-Employees
by Regina Ding and Linda Duxbury
Int. J. Environ. Res. Public Health 2024, 21(12), 1686; https://doi.org/10.3390/ijerph21121686 - 18 Dec 2024
Abstract
Caregiving plays a crucial role in aging societies by supporting individuals with chronic illnesses, disabilities, or aging-related needs. The unpaid labour provided by caregivers diverts healthcare resources from the formal healthcare system; however, this incurs costs to the caregivers themselves in terms of [...] Read more.
Caregiving plays a crucial role in aging societies by supporting individuals with chronic illnesses, disabilities, or aging-related needs. The unpaid labour provided by caregivers diverts healthcare resources from the formal healthcare system; however, this incurs costs to the caregivers themselves in terms of declines in personal wellbeing. This study explores the relationship between caregiving and healthcare spending for two groups of caregivers: eldercare only and sandwiched. We found that physician visits were the most common resource used by caregivers, at a mean of 3.69 (SD = 4.01) visits over a 6-month period, excluding non-users of this service. This was followed by mental health services (M = 5.86, SD = 7.02), emergency room visits (M = 1.77, SD = 1.38), and hospital admissions (M = 3.61, SD = 8.53). There were no significant differences in healthcare utilization between eldercare and sandwiched caregivers. There were mixed results regarding characteristics associated with greater resource use; however, the hours of weekly caregiving were most consistently associated with greater healthcare utilization, indicating that healthcare use may increase with care burden. Full article
(This article belongs to the Special Issue Work–Life Policies, Employee Health and Well-Being)
16 pages, 960 KiB  
Article
Informal Caregivers’ Goal Orientation at Work: The Role of Rational Fit Resources and Psychological Conditions
by Hedva Vinarski-Peretz
Sustainability 2024, 16(24), 10893; https://doi.org/10.3390/su162410893 - 12 Dec 2024
Viewed by 336
Abstract
Within the demographic shifts associated with an aging society, the provision of informal unpaid care for relatives may affect the goal orientation and well-being of an increasing proportion of employees in the workforce. A significant gap in the management and organizational behavior empirical [...] Read more.
Within the demographic shifts associated with an aging society, the provision of informal unpaid care for relatives may affect the goal orientation and well-being of an increasing proportion of employees in the workforce. A significant gap in the management and organizational behavior empirical literature is the absence of research on this topic. This article responds to and focuses on one resource mechanism that supports working informal caregivers’ well-being by promoting a performance goal orientation in the workplace. Drawing on conservation of resources (COR) theory, the research model examines the relationship between two personal resources, two psychological conditions, and performance goal orientation among employees combining paid work with informal caregiving responsibilities. The results show that psychological meaningfulness and psychological availability mediate the effects of two rational fit resources—person–organization (P–O) fit and person–job (P–J) fit—to increase caregivers’ performance orientation at work. Based on a sample of 383 primary informal caregivers who participate in the Israeli labor market, and using data drawn from two time points, the results show that high P–O fit and P–J fit perceptions increase both psychological meaningfulness and availability, which, in turn, resulted in a higher performance goal orientation. Full article
(This article belongs to the Section Health, Well-Being and Sustainability)
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<p>Hypothesized model of mediation.</p>
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<p>Hypothesized model of mediation.</p>
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<p>Parallel mediation model (N = 383). Indirect effects of P–O fit on performance goal orientation through psychological meaningfulness and psychological availability. Standardized effects are presented. * <span class="html-italic">p</span> &lt; 0.05, ** <span class="html-italic">p</span> &lt; 0.01.</p>
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<p>Parallel mediation model (N = 383). Indirect effects of P–J fit on performance goal orientation through psychological meaningfulness and psychological availability. Standardized effects are presented. ** <span class="html-italic">p</span> &lt; 0.01.</p>
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20 pages, 1882 KiB  
Article
The Home as a Place of Work—Who Cares and Why?
by Friederike Molitor
Soc. Sci. 2024, 13(12), 668; https://doi.org/10.3390/socsci13120668 - 12 Dec 2024
Viewed by 329
Abstract
As demand for privately organized care and domestic work has grown, digital platforms have emerged as key intermediaries connecting prospective workers with clients. Drawing on unique survey data collected in Germany in 2019, this study offers a systematic analysis of the sociodemographic characteristics [...] Read more.
As demand for privately organized care and domestic work has grown, digital platforms have emerged as key intermediaries connecting prospective workers with clients. Drawing on unique survey data collected in Germany in 2019, this study offers a systematic analysis of the sociodemographic characteristics of platform-mediated care and domestic workers, with particular focus on their family and household compositions and their motivations for using a digital care-work platform. The study’s findings reveal similarities between these workers, traditional care and domestic workers, and other platform workers in the gig economy. This study also focuses on how this work serves as a strategy for reconciling paid work with unpaid family responsibilities. Importantly, a noticeable proportion of the workers have unpaid care responsibilities for children or other family members and friends while pursuing platform work. When asked about their reasons for using a digital platform, the workers mostly name the income potential, job flexibility, and independence that this platform-mediated work provides. However, the motivations of different groups of workers vary: those with children more often value the balance of paid work and family life that this work offers, while financial incentives and professional development are less of a priority. Full article
(This article belongs to the Special Issue Informal Care in the Digital Space)
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<p>Family and household composition.</p>
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<p>Socioeconomic situation of care and domestic workers.</p>
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<p>Workers’ motivations to use digital care-work platforms.</p>
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<p>Coefficient plot.</p>
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16 pages, 596 KiB  
Article
Mental and Physical Wellbeing of Carer–Employees in Canada
by Ito Peng
Int. J. Environ. Res. Public Health 2024, 21(12), 1611; https://doi.org/10.3390/ijerph21121611 - 30 Nov 2024
Viewed by 565
Abstract
Today, an increasing number of Canadian adults are providing unpaid care to their family members and friends while working full or part-time. We conducted a national survey of unpaid caregiving for older people in 2022 to learn who these people are, why they [...] Read more.
Today, an increasing number of Canadian adults are providing unpaid care to their family members and friends while working full or part-time. We conducted a national survey of unpaid caregiving for older people in 2022 to learn who these people are, why they care, and to identify the social, economic, and health impacts of unpaid caregiving. Our findings show that many of these caregivers are also employees. While most research shows that women caregivers and carer-employees experience work-care tension that results in negative mental and physical health outcomes, our results are more mixed. This paper provides descriptive findings of carer-employee’s health and well-being, and compares them to previous research in Canada and abroad. I conclude with policy options for governments and employers to support the health and well-being of carer-employees. Full article
(This article belongs to the Special Issue Work–Life Policies, Employee Health and Well-Being)
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<p>Self-rated health status by employment status.</p>
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<p>Self-rated health status by gender.</p>
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16 pages, 359 KiB  
Article
Effects of Income on Family Care Organization in Mexico: An Analysis Based on Data from the Encuesta Nacional de Ingreso y Gasto de los Hogares (ENIGH) from 2010 to 2020
by Odra A. Saucedo-Delgado, María Rosa Nieto and Marcela De-La-Sota-Riva-Echánove
Soc. Sci. 2024, 13(11), 621; https://doi.org/10.3390/socsci13110621 - 15 Nov 2024
Viewed by 511
Abstract
This article examines the impact of income level on family care organizations in Mexico to elucidate how families apportion care responsibilities according to their economic standing. The study design employed a quantitative approach, utilizing two distinct methodologies to construct two indices: one representing [...] Read more.
This article examines the impact of income level on family care organizations in Mexico to elucidate how families apportion care responsibilities according to their economic standing. The study design employed a quantitative approach, utilizing two distinct methodologies to construct two indices: one representing the time devoted to care and the other representing care transferred to the market. Factor analysis converts minutes and hours into a time index and transforms the number of domestic workers and health and hospital expenses into a market index. A regression model estimates the effect of income on these indices, aiming to analyze the relationship between income and spending on health and services and between income and time spent on home care. The results are based on data from the National Household Income and Expenditure Survey (ENIGH) 2010–2020, using a nationally representative sample of 81 thousand dwellings. The data analysis concluded that households with higher incomes spend a more significant proportion of their expenditure on domestic care-paid services and have greater access to professional care. In contrast, lower-income households face significant challenges due to their limited financial resources and the higher demands for unpaid care. Full article
13 pages, 721 KiB  
Article
Examining Differences in Health-Related Technology Use between Millennial and Older Generations of Caregivers
by Virginia T. Gallagher, Shannon E. Reilly, David Martin, Carol Manning and Kelly M. Shaffer
Nurs. Rep. 2024, 14(4), 2605-2617; https://doi.org/10.3390/nursrep14040192 - 24 Sep 2024
Viewed by 1049
Abstract
Background/Objective: Caregivers from the Millennial generation are an emerging and understudied group of unpaid care providers in America who may benefit from digitally delivered support. To inform the design/tailoring of interventions for this group, we aimed to understand how Millennials may differ from [...] Read more.
Background/Objective: Caregivers from the Millennial generation are an emerging and understudied group of unpaid care providers in America who may benefit from digitally delivered support. To inform the design/tailoring of interventions for this group, we aimed to understand how Millennials may differ from other generations of caregivers regarding digital health-related technology use. Methods: Using the Health Information National Trends Survey (HINTS), Version 6, we conducted a cross-sectional study comparing health technology access and use across four generations of unpaid caregivers (n = 545; Millennials, Gen X, Baby Boomers, and Silent Generation) of adults with chronic conditions using chi-square and Kruskal–Wallis non-parametric tests. Results: Compared to Baby Boomer and Silent Generation caregivers, Millennial caregivers more frequently reported having a cellular internet connection, using a wearable activity device, a health/wellness mobile application, choosing telehealth appointments for convenience, and most frequently used social media in general and to view health-related videos (ps < 0.005). Additionally, Millennials were more likely to report possessing a smartphone (compared to Gen X and Silent Generation) and more frequently used social media for peer interaction about health (compared to all older generations; ps < 0.005). Conclusion: Millennials differ from older generations of caregivers regarding health-related technology access and use, which may have implications for intervention design and tailoring. Full article
(This article belongs to the Special Issue Advancing Nursing Care through Innovative Technologies)
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<p>Generation definitions.</p>
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<p>Social media: Millennial caregivers report more frequent social media use versus Baby Boomer and Silent Generation caregivers (* ps &lt; 0.016).</p>
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21 pages, 962 KiB  
Article
Workforce Sustainability in Our Aging Society: Exploring How the Burden–Burnout Mechanism Exacerbates the Turnover Intentions of Employees Who Combine Work and Informal Eldercare
by Hedva Vinarski-Peretz, Michal Mashiach-Eizenberg and Dafna Halperin
Sustainability 2024, 16(17), 7553; https://doi.org/10.3390/su16177553 - 31 Aug 2024
Viewed by 996
Abstract
Understanding the labor market participation shift associated with an aging population and the challenges of employees who provide care to old-age relatives is essential to ensure progress toward the Sustainable Development Goals. The current study focuses on the decision of employees who combine [...] Read more.
Understanding the labor market participation shift associated with an aging population and the challenges of employees who provide care to old-age relatives is essential to ensure progress toward the Sustainable Development Goals. The current study focuses on the decision of employees who combine paid work with unpaid care to relatives aged 65 and above to stay or leave their jobs. We draw on the Turnover Model and the Informal Caregivers Integrative Model (ICIM) to examine how two primary stressors—care burden and work demand—one secondary stressor—work–family conflict—and emotional exhaustion increase the turnover intentions of employees who combine paid work with eldercare to their old relatives aged 65 and over. By synthesizing these two models and using a survey with three chronological waves among 356 Israeli employees, we analyze a mediation model within a Structural Equation Modeling framework. The findings underscore the fact that work–family conflict (a secondary stressor) and the sense of exhaustion act as key mediators in the relationship between employees’ primary stressors and turnover intentions. The presence of primary stressors in themselves does not increase turnover intentions. Our findings imply that, rather than providing sporadic adaptations at work, policymakers, organizations, and human resource management systems should respond proactively to prevent the process from undermining employees’ ability to achieve equilibrium between their desire to work and care for their old-age relatives. Such a proactive stance would reduce their exhaustion and turnover intention. Full article
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<p>Hypothesized model of mediation.</p>
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<p>Results of the Structural Equation Model (N = 356). Note: Rectangles represent indicator variables; ovals represent latent variables. Numbers by single-headed arrows reflect standardized regression weights. The numbers on the rectangles represent the amount of explained variance by predictors (R-Squared).</p>
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21 pages, 989 KiB  
Review
Motherhood Penalty and Labour Market Integration of Immigrant Women: A Review on Evidence from Four OECD Countries
by Samitha Udayanga
Societies 2024, 14(9), 162; https://doi.org/10.3390/soc14090162 - 28 Aug 2024
Viewed by 1505
Abstract
Among several reasons preventing the effective labour market integration of immigrant women, the motherhood penalty and unpaid care responsibilities stand out prominently. In line with this, the present scoping review shows how motherhood affects the labour market integration of immigrant women in Australia, [...] Read more.
Among several reasons preventing the effective labour market integration of immigrant women, the motherhood penalty and unpaid care responsibilities stand out prominently. In line with this, the present scoping review shows how motherhood affects the labour market integration of immigrant women in Australia, Canada, the UK, and the USA. This review shows that parenthood exacerbates the gender pay gap and limits labour market access, favouring men with children over immigrant mothers. Moreover, the effect of the motherhood penalty might be moderated by the level of education, age of the children, and the country of origin/ethnicity of immigrants. In the four countries examined, labour market outcomes for immigrant women are particularly poor. Factors contributing to this include limited language proficiency, traditional gender norms that restrict the full-time employment of certain groups of immigrant women, and institutional barriers like work-permit processing delays. To address these challenges, Australia, Canada, the UK, and the USA have implemented various policies facilitating immigrant mothers’ workforce participation. These measures include language and legal-system education, subsidised childcare, and integration programmes for both mothers and children. Additionally, some programmes in Canada and the USA provide employment assistance and financial support for childcare, while Australia and the UK offer comprehensive integration and settlement services. Full article
(This article belongs to the Special Issue Society and Immigration: Reducing Inequalities)
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<p>Difference in employment between parents and childless people. Source: based on OECD data.</p>
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<p>Employment rates for women with children aged 0–4 years. Source: based on OECD data.</p>
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<p>Labour market entry by mothers with children in different age cohorts (natives and immigrants).</p>
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16 pages, 333 KiB  
Article
The Impact of Structural and Meso-Level Factors on Caregiver Coping Abilities When Supporting a Child with Cancer: A Qualitative Study
by Vivian Christensen, Melissa Varnum, Kellee Parker, Lai Hin Kimi Chan, Lauren Saxton and Erika Cottrell
Int. J. Environ. Res. Public Health 2024, 21(7), 907; https://doi.org/10.3390/ijerph21070907 - 11 Jul 2024
Viewed by 1013
Abstract
Family caregivers of children diagnosed with cancer often experience periods of significant stress. We provide an in-depth examination of the impacts of structural (health care and leave policies) and meso-level (organizations and communities/social networks) factors on caregiver coping during childhood cancer treatment. We [...] Read more.
Family caregivers of children diagnosed with cancer often experience periods of significant stress. We provide an in-depth examination of the impacts of structural (health care and leave policies) and meso-level (organizations and communities/social networks) factors on caregiver coping during childhood cancer treatment. We conducted a secondary analysis of a comprehensive qualitative dataset examining the impacts of structural and meso-level factors on caregiver coping from in-depth, semi-structured interviews with 49 caregivers representing 38 unique cases of childhood cancer. Using a modified grounded theory approach, transcripts were analyzed using inductive thematic analysis. Caregivers experienced multiple and often intersecting structural and meso-level factors, both facilitating and impeding their ability to cope during their child’s cancer treatment. Our analysis revealed the following themes: having few out-of-pocket medical expenses, access to paid time off from employment, and support from one’s health system, organizations, or community/social networks fostered caregiver coping. Significant financial burdens due to cancer treatment, having to take unpaid leave from employment, remaining employed regardless of one’s circumstances, and lack of support from one’s health system, organizations, or community/social networks hindered caregiver coping. Our findings point to several policies that may ease caregiver burden and facilitate caregiver coping during childhood cancer treatment. Full article
(This article belongs to the Special Issue Mental Health of Cancer Patients and Caregivers)
16 pages, 860 KiB  
Article
Double-Duty Carers’ Health and Wellbeing during COVID-19: Exploring the Role of Mobility of the Care Economy in Southern Ontario, Canada
by Léa Ravensbergen, Sakshi Mehta, Bharati Sethi, Catherine Ward-Griffin and Allison Williams
Int. J. Environ. Res. Public Health 2024, 21(6), 730; https://doi.org/10.3390/ijerph21060730 - 4 Jun 2024
Viewed by 1552
Abstract
Double-Duty Carers (DDCs) refer to people who work in the healthcare industry while also providing unpaid care to relatives, friends, or neighbours. The expectations placed on DDCs is expected to grow, and these employees already experience a high caring burden. As such it [...] Read more.
Double-Duty Carers (DDCs) refer to people who work in the healthcare industry while also providing unpaid care to relatives, friends, or neighbours. The expectations placed on DDCs is expected to grow, and these employees already experience a high caring burden. As such it is important to understand how best to support their health and wellbeing. This paper explores DDCs’ wellbeing during the COVID-19 pandemic, focusing an understudied factor: their mobility constraints. Following the Mobility of the Care Economy framework and a qualitative research design, it does so through a thematic analysis of 16 semi-structured interviews with female DDCs in Southern Ontario, Canada. Once data saturation was reached, three mobility pathways during the pandemic were identified, all of which negatively affected DDCs wellbeing. First, some COVID-19 policies (e.g., testing requirements) resulted in increased mobility demands and increased spatiotemporal constraints. Second, the closure of institutions that care for dependents (schools, daycares, day centres) resulted in forced reduced mobility, which increased financial stress. Finally, indirect mobility effects were identified: the reduced mobility of other informal carers increased the workload and emotional strain on DDCs. The paper concludes with a discussion of mobility-related policies that could improve DDC wellbeing. Full article
(This article belongs to the Section Global Health)
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<p>Modified ‘Mobility of the Care Economy Framework’ [Williams et al. (forthcoming) [<a href="#B35-ijerph-21-00730" class="html-bibr">35</a>]].</p>
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<p>Mobility of the care economy’s Impact on DDCs’ health and wellbeing.</p>
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18 pages, 466 KiB  
Article
Family Restrictions at Work
by Enriqueta Aragones
Economies 2024, 12(5), 101; https://doi.org/10.3390/economies12050101 - 26 Apr 2024
Viewed by 1382
Abstract
This paper analyzes one of the causes of the current gender-unbalanced situation in the labor market: the discrimination that individuals face at work due to their commitment to unpaid care work. It aims at finding mechanisms that may induce a change from the [...] Read more.
This paper analyzes one of the causes of the current gender-unbalanced situation in the labor market: the discrimination that individuals face at work due to their commitment to unpaid care work. It aims at finding mechanisms that may induce a change from the current unbalanced situation to a world in which males and females are found in more equal shares in all professions and at all levels. I construct a formal model that includes the heterogeneity of individuals regarding their family commitments and I investigate how it affects the individual’s optimal labor market participation. The welfare of individuals with commitment to family duties is reduced for two different reasons: for not being able to participate as much in the labor market and thus receive a lower labor income and for not being able to contribute as much to their family commitments. I compare the results for the female and male sections of the society and I illustrate the observed gender gaps in terms of labor market participation, income levels, and the overall utility obtained. I find that even though the gender wage gap may be alleviated with reductions in the cost associated to unpaid care work, the gender utility gap will persist. Full article
(This article belongs to the Section Labour and Education)
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<p>Optimal individual decisions.</p>
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<p>Comparing total income and total utility for female and male types.</p>
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<p>Comparing total cost for female and male types.</p>
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12 pages, 228 KiB  
Article
Informing Dementia Support Programs That Serve Low-Income, Multilingual Communities in a Safety Net Health System: Use of Focus Groups to Identify Specific Needs
by Andrew Pak, Abriella Demanes, Shirley Wu, Katherine Ward and Mailee Hess
Geriatrics 2024, 9(2), 33; https://doi.org/10.3390/geriatrics9020033 - 6 Mar 2024
Viewed by 1820
Abstract
The Centers of Medicare and Medicaid Services recently announced a new voluntary nationwide model. This model aims to provide comprehensive, standard care for people living with dementia and their unpaid caregivers and to enhance health equity in dementia care. However, little is known [...] Read more.
The Centers of Medicare and Medicaid Services recently announced a new voluntary nationwide model. This model aims to provide comprehensive, standard care for people living with dementia and their unpaid caregivers and to enhance health equity in dementia care. However, little is known about the needs of older adults with dementia and their caregivers in a multiethnic and multicultural patient population of a safety net health system. The aim of this study is to include their voices. We conducted four focus groups in English and Spanish to investigate the common needs and barriers unique to the care of patients within the Los Angeles County healthcare system. Using qualitative, iterative analyses of the transcripts, we identified four domains of concern from the dyads (persons with dementia and their caregivers): need for education for dyad-centered care, barriers to resources, dyad safety, and caregiver burden and insight. These domains are interconnected, and the way this patient population experiences these domains may differ compared to those in well-resourced or predominantly English-speaking healthcare settings. Therefore, the identified domains serve as potential building blocks for dementia support programs inclusive of underserved, multicultural populations. Full article
(This article belongs to the Section Geriatric Psychiatry and Psychology)
29 pages, 416 KiB  
Review
Family Caregiver Adaptation during the Transition to Adulthood of Individuals with Intellectual Disabilities: A Scoping Review
by Shivasangarey Kanthasamy, Nazleen Miskon, Joanna Barlas and Nigel V. Marsh
Healthcare 2024, 12(1), 116; https://doi.org/10.3390/healthcare12010116 - 3 Jan 2024
Cited by 1 | Viewed by 2372
Abstract
During the transition to adulthood, individuals diagnosed with intellectual disability (ID) and their family caregivers have unique experiences. This scoping review studies the sources of the family caregiver’s objective burden, support, coping mechanisms, positive caregiving, and quality of life to understand the caregiver’s [...] Read more.
During the transition to adulthood, individuals diagnosed with intellectual disability (ID) and their family caregivers have unique experiences. This scoping review studies the sources of the family caregiver’s objective burden, support, coping mechanisms, positive caregiving, and quality of life to understand the caregiver’s adaptation process when the individual with ID transits to adulthood, according to Joanna Briggs Institute (JBI) Scoping Review methodology guidelines. The inclusion criteria included studies of family caregivers of any age who provide unpaid care and live with individuals diagnosed with ID who are transitioning to adulthood. Of 2875 articles identified, 12 published studies were included. The main themes included caregivers reporting dissatisfaction with the available adult services and exhaustion from being a caregiver. Overall, a vicious cycle of likely increased demands during the transition, with caregivers not being prepared to cope with these demands while concurrently being dissatisfied with the adult services system, leads the caregivers to develop a pervasive sense of helplessness. Future studies would benefit from recruiting caregivers from sources other than adult-only service centres and using qualitative (to identify the broad aspects of the key factors) and quantitative (to identify the significant differences between the key factors) methodologies. Full article
(This article belongs to the Special Issue Adolescent Mental Health: Current Issues and New Perspectives)
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<p>Outline of screening process according to PRISMA 2020 flow chart. Adapted from PRISMA 2020 flow chart.</p>
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10 pages, 246 KiB  
Article
Benefits of Being Teamed with a Service Dog for Individuals Living with Visible and Invisible Disabilities
by Joanne K. Singleton
Healthcare 2023, 11(22), 2987; https://doi.org/10.3390/healthcare11222987 - 19 Nov 2023
Cited by 1 | Viewed by 2055
Abstract
Over 61 million people in the United States are living with disabilities. Less than one percent are teamed with service dogs. A service dog is a type of assistance dog specifically trained to perform a disability-related task(s) to assist the person and support [...] Read more.
Over 61 million people in the United States are living with disabilities. Less than one percent are teamed with service dogs. A service dog is a type of assistance dog specifically trained to perform a disability-related task(s) to assist the person and support their independence. Service dogs may also provide valuable secondary benefits. The aim of this survey research is to add empiric data on benefits of being teamed with a service dog. Two hundred and four individuals teamed with service dogs responded to demographic and survey questions that included the benefits they experience from being teamed with a service dog. Overwhelmingly, respondents agreed or strongly agreed to benefits of emotional connection (96%), community participation (97%), physical activity (96%), psychological wellbeing (98%), quality of life (97%), a reduction in prescribed medications (78%), and a decrease in paid or unpaid assistance hours (83%), which extend beyond their primary disability need. It is clear that many others may benefit from being teamed with a service dog. Greater evidence is needed to increase tangible support for those who desire to be teamed with a service dog and can meet the Americans with Disabilities requirements. Additionally, to support individuals with service dogs now and in the future, healthcare professionals need to be knowledgeable about and culturally competent in caring for patients teamed with service dogs. Service dogs, when indicated, may benefit individuals living with disabilities by meeting primary and secondary needs that support independence. Full article
14 pages, 1202 KiB  
Article
Deep Multi-Branch CNN Architecture for Early Alzheimer’s Detection from Brain MRIs
by Paul K. Mandal and Rakeshkumar V. Mahto
Sensors 2023, 23(19), 8192; https://doi.org/10.3390/s23198192 - 30 Sep 2023
Cited by 2 | Viewed by 1874
Abstract
Alzheimer’s disease (AD) is a neurodegenerative disease that can cause dementia and result in a severe reduction in brain function, inhibiting simple tasks, especially if no preventative care is taken. Over 1 in 9 Americans suffer from AD-induced dementia, and unpaid care for [...] Read more.
Alzheimer’s disease (AD) is a neurodegenerative disease that can cause dementia and result in a severe reduction in brain function, inhibiting simple tasks, especially if no preventative care is taken. Over 1 in 9 Americans suffer from AD-induced dementia, and unpaid care for people with AD-related dementia is valued at USD 271.6 billion. Hence, various approaches have been developed for early AD diagnosis to prevent its further progression. In this paper, we first review other approaches that could be used for the early detection of AD. We then give an overview of our dataset and propose a deep convolutional neural network (CNN) architecture consisting of 7,866,819 parameters. This model comprises three different convolutional branches, each having a different length. Each branch is comprised of different kernel sizes. This model can predict whether a patient is non-demented, mild-demented, or moderately demented with a 99.05% three-class accuracy. In summary, the deep CNN model demonstrated exceptional accuracy in the early diagnosis of AD, offering a significant advancement in the field and the potential to improve patient care. Full article
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<p>A sample of 9 preprocessed images from our dataset.</p>
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<p>Distribution of our dataset.</p>
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<p>Distribution of test and training dataset.</p>
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<p>Our proposed network architecture.</p>
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<p>Improvement in accuracy, precision, recall, and AUC against the validation set as the number of epochs increased.</p>
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<p>Validation loss evolution over training epochs.</p>
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<p>(<b>a</b>) Confusion matrix showing the results of our network. (<b>b</b>) Normalized confusion matrix.</p>
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