Personal Views of Aging Among Informal Caregivers of People with Dementia and Non-Caregivers: Gauging the Role of Individual Characteristics and Caregiving-Related Burden
Abstract
1. Introduction
2. Materials and Methods
2.1. Participants
2.2. Materials
2.2.1. Personal Views of Aging
2.2.2. Caregiver Burden and Distress
2.2.3. Sociodemographic and Health Factors
2.3. Procedure
2.4. Statistical Analyses
3. Results
3.1. Differences Between Caregivers and Non-Caregivers’ Personal VoA and the Role of Sociodemographic and Health Factors
3.2. The Role of Caregiver Burden and Distress on Dementia Caregivers’ Personal VoA
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Bastawrous, M. Caregiver burden—A critical discussion. Int. J. Nurs. Stud. 2013, 50, 431–441. [Google Scholar] [CrossRef] [PubMed]
- Soh, X.C.; Hartanto, A.; Ling, N.; Reyes, M.; Sim, L.; Majeed, N.M. Prevalence of depression, anxiety, burden, burnout, and stress in informal caregivers: An umbrella review of meta-analyses. Arch. Gerontol. Geriatr. Plus 2025, 2, 100197. [Google Scholar] [CrossRef]
- 2023 Alzheimer’s Disease Facts and Figures. Alzheimer’s Dement. 2023, 19, 1598–1695. [CrossRef]
- Brodaty, H.; Donkin, M. Family caregivers of people with dementia. Dialog. Clin. Neurosci. 2022, 11, 217–228. [Google Scholar] [CrossRef]
- Etters, L.; Goodall, D.; Harrison, B.E. Caregiver burden among dementia patient caregivers: A review of the literature. J. Am. Assoc. Nurse Pract. 2008, 20, 423–428. [Google Scholar] [CrossRef]
- Pinquart, M.; Sörensen, S. Associations of stressors and uplifts of caregiving with caregiver burden and depressive mood: A meta-analysis. J. Gerontol. Ser. B 2003, 58, 112–128. [Google Scholar] [CrossRef]
- Pinquart, M.; Sörensen, S. Associations of caregiver stressors and uplifts with subjective well-being and depressive mood: A meta-analytic comparison. Aging Ment. Health 2004, 8, 438–449. [Google Scholar] [CrossRef]
- Pinquart, M.; Sörensen, S. Correlates of physical health of informal caregivers: A meta-analysis. J. Gerontol. Ser. B 2007, 62, 126–137. [Google Scholar] [CrossRef]
- Sallim, A.B.; Sayampanathan, A.A.; Cuttilan, A.; Ho, R.C.M. prevalence of mental health disorders among caregivers of patients with Alzheimer disease. J. Am. Med. Dir. Assoc. 2015, 16, 1034–1041. [Google Scholar] [CrossRef]
- Pinquart, M.; Sörensen, S. Differences between caregivers and noncaregivers in psychological health and physical health: A meta-analysis. Psychol. Aging 2003, 18, 250–267. [Google Scholar] [CrossRef]
- Vitaliano, P.P.; Zhang, J.; Scanlan, J.M. Is caregiving hazardous to one’s physical health? A meta-analysis. Psychol. Bull. 2003, 129, 946–972. [Google Scholar] [CrossRef]
- Shrira, A.; Palgi, Y.; Diehl, M. Advancing the field of subjective views of aging: An overview of recent achievements. In Subjective Views of Aging: Theory, Research, and Practice; Palgi, Y., Shrira, A., Diehl, M., Eds.; Springer International Publishing: Cham, Switzerland, 2022; pp. 11–37. [Google Scholar]
- Cohen, S.; Bodner, E.; Shrira, A. An interpersonal approach to subjective views of aging. In Subjective Views of Aging: Theory, Research, and Practice; Palgi, Y., Shrira, A., Diehl, M., Eds.; Springer International Publishing: Cham, Switzerland, 2022; pp. 115–132. [Google Scholar]
- Hawkley, L.C.; Norman, G.J.; Agha, Z. Aging expectations and attitudes: Associations with types of older adult contact. Res. Aging 2019, 41, 523–548. [Google Scholar] [CrossRef]
- Jung, S.; Jopp, D.S. Adult children’s relationship to parent influences their views on aging and attitude toward own aging. Int. J. Aging Hum. Dev. 2019, 89, 231–256. [Google Scholar] [CrossRef] [PubMed]
- Zwar, L.; König, H.H.; Hajek, A. Caregiving intensity and its association with subjective views of ageing among informal caregivers with different sociodemographic background: A longitudinal analysis from Germany. Eur. J. Ageing 2024, 21, 4. [Google Scholar] [CrossRef] [PubMed]
- Diehl, M.; Wahl, H.-W.; Barrett, A.E.; Brothers, A.F.; Miche, M.; Montepare, J.M.; Westerhof, G.J.; Wurm, S. Awareness of aging: Theoretical considerations on an emerging concept. Dev. Rev. 2014, 34, 93–113. [Google Scholar] [CrossRef] [PubMed]
- Westerhof, G.J.; Nehrkorn-Bailey, A.M.; Tseng, H.-Y.; Brothers, A.; Siebert, J.S.; Wurm, S.; Wahl, H.-W.; Diehl, M. Longitudinal effects of subjective aging on health and longevity: An updated meta-analysis. Psychol. Aging 2023, 38, 147–166. [Google Scholar] [CrossRef]
- Bellingtier, J.A.; Neupert, S.D. Negative aging attitudes predict greater reactivity to daily stressors in older adults. J. Gerontol. Ser. B 2018, 73, 1155–1159. [Google Scholar] [CrossRef]
- Loi, S.M.; Dow, B.; Moore, K.; Hill, K.; Russell, M.; Cyarto, E.; Malta, S.; Ames, D.; Lautenschlager, N.T. Attitudes to aging in older carers–do they have a role in their well-being? Int. Psychogeriatr. 2015, 27, 1893–1901. [Google Scholar] [CrossRef]
- Luchesi, B.M.; da Silva Alexandre, T.; de Oliveira, N.A.; Brigola, A.G.; Kusumota, L.; Pavarini, S.C.I.; Marques, S. Factors associated with attitudes toward the elderly in a sample of elderly caregivers. Int. Psychogeriatr. 2016, 28, 2079–2089. [Google Scholar] [CrossRef]
- Musich, S.; Wang, S.S.; Kraemer, S.; Yeh, C.S. The association of psychological protective factors with caregiver mental health outcomes. Geriatr. Nurs. 2023, 50, 174–180. [Google Scholar] [CrossRef]
- Kim, E.; Bolkan, C. Attitudes toward aging as a psychological resource among caregivers of persons living with dementia. Geriatr. Nurs. 2022, 44, 60–68. [Google Scholar] [CrossRef]
- Sabatini, S.; Turner, S.G.; Morris, R.G.; Opdebeeck, C.; Thom, J.M.; Hunt, A.; Allan, L.; Pentecost, C.; Clare, L. Correlates of felt age in caregivers of people with dementia: Findings from the IDEAL study. Front. Psychol. 2024, 14, 1287842. [Google Scholar] [CrossRef]
- Gerritsen, D.; Kuin, Y.; Steverink, N. Personal experience of aging in the children of a parent with dementia. Int. J. Aging Hum. Dev. 2004, 58, 147–165. [Google Scholar] [CrossRef]
- Sabatini, S.; Turner, S.G.; Stephan, B. Comparison of Views on Aging and Self-Perceptions of Aging Between Dementia Caregivers and Non-Caregivers. J. Gerontol. Ser. B 2025, 80, gbaf083. [Google Scholar] [CrossRef]
- Sabatini, S.; Wahl, H.W.; Kaspar, R.; Huntley, J. International evidence on predictors and outcomes of awareness of age-related change. Front. Psychiatr. 2023, 14, 1128531. [Google Scholar] [CrossRef] [PubMed]
- Diehl, M.K.; Wahl, H.W. Awareness of age-related change: Examination of a (mostly) unexplored concept. J. Gerontol. Ser. B 2010, 65B, 340–350. [Google Scholar] [CrossRef] [PubMed]
- Brothers, A.; Gabrian, M.; Wahl, H.W.; Diehl, M. A new multidimensional questionnaire to assess awareness of age-related change (AARC). Gerontologist 2019, 59, e141–e151. [Google Scholar] [CrossRef] [PubMed]
- Sella, E.; Carbone, E.; Domenicucci, R.; Tanturri, M.L.; Paoli, A.; Borella, E. Examining subjective views of the aging processes in older adults: A systematic review following COSMIN guidelines. BMC Geriatr. 2025, in press.
- Herrmann, L.K.; Welter, E.; Leverenz, J.; Lerner, A.J.; Udelson, N.; Kanetsky, C.; Sajatovic, M. A systematic review of dementia-related stigma research: Can we move the stigma dial? Am. J. Geriatr. Psychiatr. 2018, 26, 316–331. [Google Scholar] [CrossRef]
- Turner, S.G.; Hooker, K.; Chandler, K.D.; Settersten, R.A.; Stawski, R.S. Daily caregiving appraisals, future self-views, and physical activity goals among adult-daughter dementia caregivers. J. Gerontol. Ser. B 2023, 78, 1813–1823. [Google Scholar] [CrossRef]
- Sabatini, S.; Silarova, B.; Martyr, A.; Collins, R.; Ballard, C.; Anstey, K.J.; Kim, S.; Clare, L. Associations of awareness of age-related change with emotional and physical well-being: A systematic review and meta-analysis. Gerontologist 2020, 60, e477–e490. [Google Scholar] [CrossRef]
- Novak, M.; Guest, C. Application of a multidimensional caregiver burden inventory. Gerontologist 1989, 29, 798–803. [Google Scholar] [CrossRef] [PubMed]
- Cummings, J.L.; Mega, M.; Gray, K.; Rosenberg-Thompson, S.; Carusi, D.A.; Gornbein, J. The neuropsychiatric inventory: Comprehensive assessment of psychopathology in dementia. Neurology 1994, 44, 2308. [Google Scholar] [CrossRef] [PubMed]
- Cummings, J.L. The Neuropsychiatric Inventory: Assessing psychopathology in dementia patients. Neurology 1997, 48, 10S–16S. [Google Scholar] [CrossRef] [PubMed]
- Marvardi, M.; Mattioli, P.; Spazzafumo, L.; Mastriforti, R.; Rinaldi, P.; Polidori, M.C.; Cherubini, A.; Quartesan, R.; Bartorelli, L.; Bonaiuto, S.; et al. The Caregiver Burden Inventory in evaluating the burden of caregivers of elderly demented patients: Results from a multicenter study. Aging Clin. Exp. Res. 2005, 17, 46–53. [Google Scholar] [CrossRef]
- Kaufer, D.I.; Cummings, J.L.; Christine, D.; Bray, T.; Castellon, S.; Masterman, D.; MacMillan, A.; Ketchel, P.; DeKosky, S.T. Assessing the impact of neuropsychiatric symptoms in Alzheimer’s disease: The Neuropsychiatric Inventory Caregiver Distress Scale. J. Am. Geriatr. Soc. 1988, 46, 210–215. [Google Scholar] [CrossRef]
- Mortensen, J.; Dich, N.; Lange, T.; Ramlau-Hansen, C.H.; Head, J.; Kivimäki, M.; Leineweber, C.; Rod, N.H. Weekly hours of informal caregiving and paid work, and the risk of cardiovascular disease. Eur. J. Public Health 2018, 28, 743–747. [Google Scholar] [CrossRef]
- De Beni, R.; Borella, E.; Carretti, B. Portfolio per la Valutazione del Benessere e delle Abilità Cognitive nell’età Adulta e Avanzata; Giunti OS: Firenze, Italy, 2008. [Google Scholar]
- Wittich, W.; Phillips, N.; Nasreddine, Z.S.; Chertkow, H. Sensitivity and specificity of the Montreal Cognitive Assessment modified for individuals who are visually impaired. J. Vis. Impair. Blind. 2010, 104, 360–368. [Google Scholar] [CrossRef]
- Orsini, A.; Laicardi, C. WAIS-R e Terza età. La Natura Dell’intelligenza Nell’anziano: Continuità e Discontinuità; Giunti OS: Firenze, Italy, 2003. [Google Scholar]
- Yesavage, J.A.; Brink, T.L.; Rose, T.L.; Lum, O.; Huang, V.; Adey, M.; Leirer, V.O. Development and validation of a geriatric depression screening scale: A preliminary report. J. Psychiatr. Res. 1982, 17, 37–49. [Google Scholar] [CrossRef]
- Carbone, E.; Sella, E.; Signori, D.; Borella, E. Personal views of aging in midlife and older age: The role of personality. Front. Psychol. 2024, 15, 1437232. [Google Scholar] [CrossRef]
- Debreczeni, A.F.; Bailey, P.E. A systematic review and meta-analysis of subjective age and the association with cognition, subjective well-being, and depression. J. Gerontol. Ser. B 2021, 76, 471–482. [Google Scholar] [CrossRef]
- Hollingshead, A.B. Two Factor Index of Social Position; Yale University Press: New Haven, CT, USA, 1957. [Google Scholar]
- Burnham, K.P.; Anderson, D.R. Model Selection and Multimodel Inference: A Practical Information-Theoretic Approach, 2nd ed.; Springer: Berlin/Heidelberg, Germany, 2002. [Google Scholar]
- Burnham, K.P.; Anderson, D.R.; Huyvaert, K.P. AIC model selection and multimodel inference in behavioral ecology: Some background, observations, and comparisons. Behav. Ecol. Sociobiol. 2011, 65, 23–35. [Google Scholar] [CrossRef]
- R Core Team. R: A Language and Environment for Statistical Computing; R Foundation for Statistical Computing: Vienna, Austria, 2019. [Google Scholar]
- Akaike, H. Maximum likelihood identification of Gaussian autoregressive moving average models. Biometrika 1996, 60, 255–265. [Google Scholar] [CrossRef]
- Rosseel, Y. Lavaan: An R package for structural equation modeling. J. Stat. Softw. 2022, 48, 1–36. [Google Scholar]
- Kornadt, A.E.; Rothermund, K. Internalization of age stereotypes into the self-concept via future self-views: A general model and domain-specific differences. Psychol. Aging 2012, 27, 164–172. [Google Scholar] [CrossRef]
- Quinn, C.; Jones, I.R.; Martyr, A.; Nelis, S.M.; Morris, R.G.; Clare, L. Caregivers’ beliefs about dementia: Findings from the IDEAL study. Psychol. Health 2019, 34, 1214–1230. [Google Scholar] [CrossRef]
- Barrett, A.E. Socioeconomic status and age identity: The role of dimensions of health in the subjective construction of age. J. Gerontol. Ser. B 2003, 58, S101–S109. [Google Scholar] [CrossRef]
- Sabatini, S.; Ukoumunne, O.C.; Ballard, C.; Brothers, A.; Kaspar, R.; Collins, R.; Kim, S.; Corbett, A.; Aarsland, D.; Hampshire, A.; et al. International relevance of two measures of awareness of age-related change (AARC). BMC Geriatr. 2020, 20, 359. [Google Scholar] [CrossRef] [PubMed]
- Doris, S.F.; Cheng, S.T.; Wang, J. Unravelling positive aspects of caregiving in dementia: An integrative review of research literature. Int. J. Nurs. Stud. 2018, 79, 1–26. [Google Scholar] [CrossRef]
- García-Martín, V.; de Hoyos-Alonso, M.C.; Delgado-Puebla, R.; Ariza-Cardiel, G.; del Cura-González, I. Burden in caregivers of primary care patients with dementia: Influence of neuropsychiatric symptoms according to disease stage (NeDEM project). BMC Geriatr. 2023, 23, 525. [Google Scholar] [CrossRef]
- Terum, T.M.; Andersen, J.R.; Rongve, A.; Aarsland, D.; Svendsboe, E.J.; Testad, I. The relationship of specific items on the Neuropsychiatric Inventory to caregiver burden in dementia: A systematic review. Int. J. Geriatr. Psychiatry 2017, 32, 703–717. [Google Scholar] [CrossRef]
- Lima-Silva, T.B.; Bahia, V.S.; Carvalho, V.A.; Guimarães, H.C.; Caramelli, P.; Balthazar, M.L.; Damasceno, B.; Bottino, C.M.; Brucki, S.M.; Nitrini, R.; et al. Neuropsychiatric symptoms, caregiver burden and distress in behavioral-variant frontotemporal dementia and Alzheimer’s disease. Dement. Geriatr. Cogn. Disord. 2015, 40, 268–275. [Google Scholar] [CrossRef] [PubMed]
- Piccininni, M.; Di Carlo, A.; Baldereschi, M.; Zaccara, G.; Inzitari, D. Behavioral and psychological symptoms in Alzheimer’s disease: Frequency and relationship with duration and severity of the disease. Dement. Geriatr. Cogn. Disord. 2005, 19, 276–281. [Google Scholar] [CrossRef] [PubMed]
- Falgàs, N.; Allen, I.E.; Spina, S.; Grant, H.; Escudero, S.D.P.; Merrilees, J.; Gearhart, R.; Rosen, H.J.; Kramer, J.H.; Seeley, W.W.; et al. The severity of neuropsychiatric symptoms is higher in early-onset than late-onset Alzheimer’s disease. Eur. J. Neurol. 2022, 29, 957–967. [Google Scholar] [CrossRef] [PubMed]
- Mc Donnell, E.; Ryan, A. Male caregiving in dementia: A review and commentary. Dementia 2013, 12, 238–250. [Google Scholar] [CrossRef]
- Zhu, M.; Chen, H.; Ding, X.; Li, Z. Effects of self-perception of aging interventions in older adults: A systematic review and meta-analysis. Gerontologist 2024, 65, gnae127. [Google Scholar] [CrossRef]

| Caregivers (N = 70) | Non-Caregivers (N = 94) | Groups Differences | |||||
|---|---|---|---|---|---|---|---|
| M | SD | M | SD | F(1,162) | p | η2p | |
| Chronological age (years) | 62.14 | 10.34 | 62.21 | 10.09 | <1 | ||
| Hollingshead Social Status index | 22.26 | 17.47 | 24.18 | 18.66 | <1 | ||
| Education (years) | 11.39 | 3.58 | 12.20 | 3.59 | |||
| Unemployed or retired, n (%) | 36 (51.4%) | 50 (53.2%) | |||||
| Self-rated health | 3.60 | 0.67 | 3.82 | 0.56 | 5.35 | 0.022 | 0.032 |
| GDS | 2.41 | 1.52 | 1.68 | 1.52 | 9.36 | 0.003 | 0.055 |
| Felt age | −0.13 | 0.14 | −0.12 | 0.12 | <1 | ||
| AARC-Gains | 82.86 | 17.02 | 85.15 | 13.79 | <1 | ||
| AARC-Losses | 57.27 | 14.68 | 53.40 | 13.81 | 2.99 | 0.086 | 0.018 |
| NPI-Distress | 13.99 | 11.12 | - | - | |||
| CBI | 32.10 | 14.54 | - | - | |||
| Cared for, n (%) | - | ||||||
| Spouse | 21 (30.00%) | ||||||
| Mother/father (in-law) | 49 (64.3%) | ||||||
| CR dementia type, n (%) | - | ||||||
| Alzheimer’s | 26 (37.1%) | ||||||
| Vascular | 10 (14.3%) | ||||||
| Mixed | 11 (15.3%) | ||||||
| Other | 23 (32.9%) | ||||||
| CR dementia severity, n (%) | - | ||||||
| Mild (MMSE score: 27–20) | 23 (32.9%) | ||||||
| Moderate (MMSE score: 19–13) | 29 (41.4%) | ||||||
| Severe (MMSE score: 12–0) | 18 (25.7%) | ||||||
| Model | Predictors |
|---|---|
| m0 | ′y ~ intercept |
| m1 | ′y ~ intercept + chronological age + social status index |
| m2 | ′y ~ intercept + chronological age + social status index + self-rated health + GDS |
| m3 | ′y ~ intercept + chronological age + social status index + self-rated health + GDS + CBI |
| m4 | ′y ~ intercept + chronological age + social status index + self-rated health + GDS + NPI-Distress scores |
| m5 | ′y ~ intercept + chronological age + social status index + self-rated health + GDS + CBI + NPI-Distress |
| Predictors | B | CI | p | |||
|---|---|---|---|---|---|---|
| Dementia caregivers | Felt age | Intercept | −0.130 | −0.164 | −0.096 | <0.001 |
| AARC-Gains | Intercept | 76.267 | 23.267 | 129.267 | 0.005 | |
| Age | −0.111 | −0.633 | 0.410 | 0.671 | ||
| Social status index | −0.216 | −0.509 | 0.075 | 0.143 | ||
| GDS | −0.782 | −3.625 | 2.061 | 0.584 | ||
| Self-rated health | 5.614 | −1.263 | 12.493 | 0.107 | ||
| AARC-Losses | Intercept | 90.324 | 49.148 | 131.499 | <0.001 | |
| Age | −0.009 | −0.415 | 0.395 | 0.961 | ||
| Social status index | −0.310 | −0.537 | −0.083 | 0.008 | ||
| GDS | 0.692 | −1.516 | 2.901 | 0.533 | ||
| Self-rated health | −7.555 | −12.899 | −2.211 | 0.006 | ||
| Non-caregivers | Felt age | Intercept | −0.122 | −0.146 | −0.098 | <0.001 |
| AARC-Gains | Intercept | 95.672 | 70.486 | 120.858 | <0.001 | |
| Age | −0.066 | −0.417 | 0.284 | 0.706 | ||
| Social status index | −0.263 | −0.453 | −0.073 | 0.007 | ||
| AARC-Losses | Intercept | 35.091 | 11.094 | 59.088 | 0.005 | |
| Age | 0.352 | 0.063 | 0.642 | 0.017 | ||
| Social status index | −0.107 | −0.266 | 0.051 | 0.184 | ||
| GDS | 4.177 | 2.558 | 5.795 | <0.001 | ||
| Self-rated health | −2.109 | −6.559 | 2.341 | 0.348 | ||
| Measure of interest | Predictors | B | CI | p | |
|---|---|---|---|---|---|
| AARC-Losses | Intercept | 84.637 | 45.972 | 123.302 | <0.001 |
| Age | −0.096 | −0.479 | 0.286 | 0.614 | |
| Social status index | −0.316 | −0.528 | −0.103 | 0.004 | |
| GDS | −0.529 | −2.729 | 1.670 | 0.632 | |
| Self-rated health | −6.836 | −11.853 | −1.819 | 0.008 | |
| CBI | 0.360 | 0.137 | 0.584 | 0.002 | |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2025 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Carbone, E.; Sabatini, S.; Piras, F.; Sella, E.; Fairfield, B.; Bazzano, S.; Busonera, F.; Borgia, L.; Clare, L.; Borella, E. Personal Views of Aging Among Informal Caregivers of People with Dementia and Non-Caregivers: Gauging the Role of Individual Characteristics and Caregiving-Related Burden. Healthcare 2025, 13, 2884. https://doi.org/10.3390/healthcare13222884
Carbone E, Sabatini S, Piras F, Sella E, Fairfield B, Bazzano S, Busonera F, Borgia L, Clare L, Borella E. Personal Views of Aging Among Informal Caregivers of People with Dementia and Non-Caregivers: Gauging the Role of Individual Characteristics and Caregiving-Related Burden. Healthcare. 2025; 13(22):2884. https://doi.org/10.3390/healthcare13222884
Chicago/Turabian StyleCarbone, Elena, Serena Sabatini, Federica Piras, Enrico Sella, Beth Fairfield, Salvatore Bazzano, Flavio Busonera, Lucia Borgia, Linda Clare, and Erika Borella. 2025. "Personal Views of Aging Among Informal Caregivers of People with Dementia and Non-Caregivers: Gauging the Role of Individual Characteristics and Caregiving-Related Burden" Healthcare 13, no. 22: 2884. https://doi.org/10.3390/healthcare13222884
APA StyleCarbone, E., Sabatini, S., Piras, F., Sella, E., Fairfield, B., Bazzano, S., Busonera, F., Borgia, L., Clare, L., & Borella, E. (2025). Personal Views of Aging Among Informal Caregivers of People with Dementia and Non-Caregivers: Gauging the Role of Individual Characteristics and Caregiving-Related Burden. Healthcare, 13(22), 2884. https://doi.org/10.3390/healthcare13222884

