A Comparison of Users and Nonusers of a Web-Based Intervention for Carers of Older Persons With Alzheimer Disease and Related Dementias: Mixed Methods Secondary Analysis
Open accessAbstract
Background: A self-administered Web-based intervention was developed to help carers of persons with Alzheimer disease and related dementias (ADRD) and multiple chronic conditions (MCC) deal with the significant transitions they experience. The intervention, My Tools 4 Care (MT4C), was evaluated during a pragmatic mixed methods randomized controlled trial with 199 carers. Those in the intervention group received free, password-protected access to MT4C for three months. MT4C was found to increase hope in participants at three months compared with the control group. However, in the intervention group, 22% (20/92) did not use MT4C at all during the three-month period. Objective: This mixed methods secondary analysis aimed to (1) examine differences at three months in the outcomes of hope, self-efficacy, and health-related quality of life (HRQOL) scores in users (ie, those who used MT4C at least once during the three-month period) compared with nonusers and (2) identify reasons for nonuse. Methods: Data from the treatment group of a pragmatic mixed methods randomized controlled trial were used. Through audiotaped telephone interviews, trained research assistants collected data on participants’ hope (Herth Hope Index; HHI), self-efficacy (General Self-Efficacy Scale; GSES), and HRQOL (Short-Form 12-item health survey version 2; SF-12v2) at baseline, one month, and three months. Treatment group participants also provided feedback on MT4C through qualitative telephone interviews at one month and three months. Analysis of covariance was used to determine differences at three months, and generalized estimating equations were used to determine significant differences in HHI, GSES, and SF-12v2 between users and nonusers of MT4C from baseline to three months. Interview data were analyzed using content analysis and integrated with quantitative data at the result stage. Results: Of the 101 participants at baseline, 9 (9%) withdrew from the study, leaving 92 participants at three months of which 72 (78%) used MT4C at least once; 20 (22%) participants did not use it at all. At baseline, there were no statistically significant differences in demographic characteristics and in outcome variables (HHI, GSES, and SF-12v2 mental component score and physical component score) between users and nonusers. At three months, participants who used MT4C at least once during the three-month period (users) reported higher mean GSES scores (P=.003) than nonusers. Over time, users had significantly higher GSES scores than nonusers (P=.048). Reasons for nonuse of MT4C included the following: caregiving demands, problems accessing MT4C (poor connectivity, computer literacy, and navigation of MT4C), and preferences (for paper format or face-to-face interaction). Conclusions: Web-based interventions, such as MT4C, have the potential to increase the self-efficacy of carers of persons with ADRD and MCC. Future research with MT4C should consider including educational programs for computer literacy and providing alternate ways to access MT4C in addition to Web-based access. Trial Registration: ClinicalTrials.gov NCT02428387; https://clinicaltrials.gov/ct2/show/NCT02428387
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Interventions to support carers were limited.
“Interventions to support carers were limited, though online self-care education showed potential to improve mental health, wellbeing, and self-efficacy, helping carers feel more confident in their roles, and supported higher engagement in patient-focused interventions (CMOC30) [28, 44, 52, 63, 68, 100, 101].”
From Do hospital-to-home transitions work for older adults with multiple long-term conditions including dementia? A realist review (2025) · cites this paper as [63]
The Introduction says web-based interventions to support family carers are increasingly available, rather than describing interventions as limited. It identifies limited interaction with other carers as a concern, but that is a limitation of the interventions, not a claim that interventions themselves were limited. (LLM, conf=0.77)
Checked by a reasoning model — may be wrong.
Experimental — accuracy not yet measuredExisting structures that had been adapted for dementia reported some improvement in preparing carers to support the patient's needs during transitions, but often neglected to provide health and wellbeing support for the carer.
“Existing structures that had been adapted for dementia (e.g., online education programmes) reported some improvement in preparing carers to support the patient’s needs during transitions, but often neglected to provide health and wellbeing support for the carer [28, 44, 52, 63, 68, 100, 101].”
From Do hospital-to-home transitions work for older adults with multiple long-term conditions including dementia? A realist review (2025) · cites this paper as [63]
The Introduction (page unavailable) says the web-based intervention was developed to help carers manage significant transitions, but it does not report improved preparation to meet patients’ needs. More importantly, it describes increased carer mental health as an outcome of web-based interventions and reports increased hope with My Tools 4 Care, contrary to portraying the cited intervention as neglecting carers’ wellbeing. (LLM, conf=0.82)
Checked by a reasoning model — may be wrong.
Experimental — accuracy not yet measuredOnline self-care education showed potential to improve mental health, wellbeing, and self-efficacy, helping carers feel more confident in their roles, and supported higher engagement in patient-focused interventions.
“Interventions to support carers were limited, though online self-care education showed potential to improve mental health, wellbeing, and self-efficacy, helping carers feel more confident in their roles, and supported higher engagement in patient-focused interventions (CMOC30) [28, 44, 52, 63, 68, 100, 101].”
From Do hospital-to-home transitions work for older adults with multiple long-term conditions including dementia? A realist review (2025) · cites this paper as [63]
The Introduction (page unavailable) reports that web-based interventions for family carers have shown positive mental-health and self-efficacy outcomes. The Discussion > General Self-Efficacy section (page unavailable) reports increased self-efficacy among users of this intervention and describes it as confidence in dealing with difficult situations. This paper does not establish improved wellbeing from its intervention or report that it increased engagement in patient-focused interventions; its Results (page unavailable) found no significant user–nonuser difference in measured health-related quality of life. (LLM, conf=0.85)
Experimental — accuracy not yet measuredPost-discharge follow-up was linked to carers understanding of condition management, and confidence to support the patient's needs.
“Post-discharge follow-up was linked to carers understanding of condition management, and confidence to support the patient’s needs [28, 44, 53–55, 58–60, 62–65].”
From Do hospital-to-home transitions work for older adults with multiple long-term conditions including dementia? A realist review (2025) · cites this paper as [63]
The Results and Discussion report higher general self-efficacy among carers who used the MT4C web intervention, but do not link that confidence to post-discharge follow-up or to understanding condition management. Searches for post-discharge follow-up and condition-management understanding found no passage addressing the claimed relationship. Page numbers were not available in our copy. (LLM, conf=0.72)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Graneheim, U. H., & Lundman, B. (2004) · Nurse Education Today · doi:10.1016/j.nedt.2003.10.001 · Cited by 20,772 · see citing works
Eysenbach, G. (2005) · Journal of Medical Internet Research · doi:10.2196/jmir.7.1.e11 · Cited by 2,524 · see citing works
Eysenbach, G., & CONSORT-EHEALTH Group (2011) · Journal of Medical Internet Research · doi:10.2196/jmir.1923 · Cited by 1,863 · see citing works
Abbreviated instrument to measure hope: development and psychometric evaluation
Herth, K. (1992) · Journal of Advanced Nursing · doi:10.1111/j.1365-2648.1992.tb01843.x · Cited by 1,109 · see citing works
Informal Caregiving and Its Impact on Health: A Reappraisal From Population-Based Studies
Roth, D. L., Fredman, L., & Haley, W. E. (2015) · The Gerontologist · doi:10.1093/geront/gnu177 · Cited by 965 · see citing works
A tutorial on sensitivity analyses in clinical trials: the what, why, when and how
Thabane, L., Mbuagbaw, L., Zhang, S., Samaan, Z., Marcucci, M., Ye, C., Thabane, M., Giangregorio, L., Dennis, B., Kosa, D., et al. (2013) · BMC Medical Research Methodology · doi:10.1186/1471-2288-13-92 · Cited by 893 · see citing works
Physiological and functional consequences of caregiving for relatives with dementia
Fonareva, I., & Oken, B. S. (2014) · International Psychogeriatrics · doi:10.1017/s1041610214000039 · Cited by 249 · cited 1× · see citing works
“The need to support these family carers is well documented as they experience significant changes in their lives [2] that can negatively impact their physical and mental health [3,4].”
The Caregiver Stress Process and Health Outcomes
Son, J., Erno, A., Shea, D. G., Femia, E. E., Zarit, S. H., & Stephens, M. A. P. (2007) · Journal of Aging and Health · doi:10.1177/0898264307308568 · Cited by 215 · see citing works
Dementia Caregivers’ Responses to 2 Internet-Based Intervention Programs
Marziali, E., & Garcia, L. J. (2011) · American Journal of Alzheimer's Disease & Other Dementias® · doi:10.1177/1533317510387586 · Cited by 186 · see citing works
Gallagher, D., Ni Mhaolain, A., Crosby, L., Ryan, D., Lacey, L., Coen, R. F., Walsh, C., Coakley, D., Walsh, J. B., Cunningham, C., et al. (2011) · Aging & Mental Health · doi:10.1080/13607863.2011.562179 · Cited by 181 · see citing works
Greenberg, A. J., Haney, D., Blake, K. D., Moser, R. P., & Hesse, B. W. (2017) · The Journal of Rural Health · doi:10.1111/jrh.12228 · Cited by 180 · see citing works
Chiu, T., Marziali, E., Colantonio, A., Carswell, A., Gruneir, M., Tang, M., & Eysenbach, G. (2009) · Canadian Journal on Aging / La Revue canadienne du vieillissement · doi:10.1017/s0714980809990158 · Cited by 153 · see citing works
Sherifali, D., Ali, M. U., Ploeg, J., Markle-Reid, M., Valaitis, R., Bartholomew, A., Fitzpatrick-Lewis, D., & McAiney, C. (2018) · Journal of Medical Internet Research · doi:10.2196/10668 · Cited by 151 · see citing works
Self-citationCrellin, N. E., Orrell, M. W., McDermott, O., & Charlesworth, G. M. (2014) · Aging & Mental Health · doi:10.1080/13607863.2014.915921 · Cited by 144 · see citing works
Internet-based program for dementia caregivers
Lewis, M. L., Hobday, J. V., & Hepburn, K. W. (2010) · American Journal of Alzheimer's Disease & Other Dementias® · doi:10.1177/1533317510385812 · Cited by 129 · see citing works
Health-Related Quality of Life for Caregivers of Patients With Alzheimer Disease
Markowitz, J. S., Gutterman, E. M., Sadik, K., & Papadopoulos, G. (2003) · Alzheimer Disease & Associated Disorders · doi:10.1097/00002093-200310000-00003 · Cited by 122 · see citing works
Park, E., Kim, H., & Steinhoff, A. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.4124 · Cited by 95 · see citing works
Guay, C., Auger, C., Demers, L., Mortenson, W. B., Miller, W. C., Gélinas-Bronsard, D., & Ahmed, S. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.7896 · Cited by 95 · see citing works
Caregiver-Focused, Web-Based Interventions: Systematic Review and Meta-Analysis (Part 2)
Ploeg, J., Ali, M. U., Markle‐Reid, M., Valaitis, R. K., Bartholomew, A., Fitzpatrick‐Lewis, D., McAiney, C. A., & Sherifali, D. (2018) · Journal of Medical Internet Research · doi:10.2196/11247 · Cited by 94 · see citing works
Self-citationDeeken, F., Rezo, A., Hinz, M., Discher, R., & Rapp, M. A. (2018) · American Journal of Geriatric Psychiatry · doi:10.1016/j.jagp.2018.12.003 · Cited by 84 · see citing works
Duggleby, W., Williams, A., Ghosh, S., Moquin, H., Ploeg, J., Markle‐Reid, M., & Peacock, S. (2016) · Health and Quality of Life Outcomes · doi:10.1186/s12955-016-0486-7 · Cited by 81 · see citing works
Self-citationDuggleby, W., Ploeg, J., McAiney, C., Peacock, S., Fisher, K., Ghosh, S., Markle-Reid, M., Swindle, J., Williams, A., Triscott, J. A., et al. (2018) · Journal of Medical Internet Research · doi:10.2196/10484 · Cited by 67 · see citing works
Self-citationBangerter, L. R., Griffin, J. M., Harden, K., & Rutten, L. J. F. (2018) · JMIR Aging · doi:10.2196/11237 · Cited by 66 · see citing works
Ploeg, J., Northwood, M., Duggleby, W., McAiney, C. A., Chambers, T., Peacock, S., Fisher, K., Ghosh, S., Markle‐Reid, M., Swindle, J., et al. (2019) · Dementia · doi:10.1177/1471301219834423 · Cited by 57 · see citing works
Self-citationVaughan, C., Trail, T. E., Mahmud, A., Dellva, S., Tanielian, T., & Friedman, E. (2018) · Journal of Medical Internet Research · doi:10.2196/jmir.9895 · Cited by 47 · see citing works
Ploeg, J., McAiney, C., Duggleby, W., Chambers, T., Lam, A., Peacock, S., Fisher, K., Forbes, D. A., Ghosh, S., Markle-Reid, M., et al. (2018) · JMIR Aging · doi:10.2196/aging.8475 · Cited by 37 · cited 2× · see citing works
“Caregiving demands with subsequent family carer lack of energy and feelings of stress are consistent with the findings from the qualitative data from all participants in the larger study [19].”
Self-citationHealth-Related Quality of Life in Caregivers of Individuals With Dementia From Colombia
Arango‐Lasprilla, J. C., Lehan, T. J., Drew, A., Moreno, A., Deng, X., & Lemos, M. (2010) · American Journal of Alzheimer s Disease & Other Dementias® · doi:10.1177/1533317510382287 · Cited by 33 · see citing works
Rabinowitz, Y. G., Saenz, E. C., Thompson, L. W., & Gallagher-Thompson, D. E. (2011) · American Journal of Alzheimer s Disease & Other Dementias® · doi:10.1177/1533317511410557 · Cited by 19 · see citing works
Duggleby, W., Ploeg, J., McAiney, C., Fisher, K., Swindle, J., Chambers, T., Ghosh, S., Peacock, S., Markle-Reid, M., Triscott, J., et al. (2017) · BMC Geriatrics · doi:10.1186/s12877-017-0581-6 · Cited by 17 · see citing works
Self-citationZhang, S., Edwards, H. E., Yates, P. M., Guo, Q., & Li, C. (2013) · PLoS ONE · doi:10.1371/journal.pone.0083326 · Cited by 15 · see citing works
Self-Administered Intervention for Caregivers of Persons With Alzheimer’s Disease
Duggleby, W., Swindle, J., & Peacock, S. (2013) · Clinical Nursing Research · doi:10.1177/1054773812474299 · Cited by 12 · see citing works
Self-citation
Flagged first, then by citations
1 of the 32 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Etxeberría, I., Salaberría, K., & Gorostiaga, A. (2020) · Aging & Mental Health · doi:10.1080/13607863.2020.1758900 · Cited by 118 · see citing works
Hassan, A. Y. I. (2020) · JMIR Aging · doi:10.2196/20310 · Cited by 67 · see citing works
Yu, Y., Xiao, L. D., Ullah, S., Meyer, C., Wang, J., Pot, A. M., & Shifaza, F. (2023) · JMIR Aging · doi:10.2196/47152 · Cited by 36 · see citing works
Maciá, E. S., Bonete-López, B., Cabaco, A. S., & Oltra‐Cucarella, J. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18157728 · Cited by 29 · see citing works
Implementation: The Next Giant Hurdle to Clinical Transformation With Digital Health
Buis, L. R. (2019) · Journal of Medical Internet Research · doi:10.2196/16259 · Cited by 26 · see citing works
Contreras, M., Van Hout, E., Farquhar, M., McCracken, L. M., Gould, R. L., Hornberger, M., Richmond, E., & Kishita, N. (2022) · International Journal of Qualitative Studies on Health and Well-being · doi:10.1080/17482631.2022.2066255 · Cited by 24 · see citing works
Söylemez, B. A., Özgül, E., Küçükgüçlü, Ö., & Yener, G. (2022) · Geriatric Nursing · doi:10.1016/j.gerinurse.2022.12.001 · Cited by 21 · see citing works
Ottaviani, A. C., Monteiro, D. Q., Oliveira, D., Gratão, A. C. M., Jacinto, A. F., Campos, C. R. F., Barham, E. J., Orlandi, F. D. S., da Cruz, K. C. T., Corrêa, L., et al. (2021) · Aging & Mental Health · doi:10.1080/13607863.2021.1975095 · Cited by 14 · see citing works
Lawson, L., Cooper, M., Tolley, C., Hand, A., & Nazar, H. (2025) · BMC Geriatrics · doi:10.1186/s12877-025-06123-0 · Cited by 10 · see citing works
“Existing structures that had been adapted for dementia (e.g., online education programmes) reported some improvement in preparing carers to support the patient’s needs during transitions, but often neglected to provide health and wellbeing support for the carer [28, 44, 52, 63, 68, 100, 101].”
A Network Pharmacology Based Research on the Mechanism of Donepezil in Treating Alzheimer's Disease
Liu, L., Zhu, Y., Fu, P., & Yang, J. (2022) · Frontiers in Aging Neuroscience · doi:10.3389/fnagi.2022.822480 · Cited by 9 · see citing works
Borchard, J., Bindoff, A. D., Farrow, M., Kim, S., McInerney, F., & Doherty, K. (2022) · Aging & Mental Health · doi:10.1080/13607863.2022.2042188 · Cited by 6 · see citing works
Cho, H., Cho, E., You, S. B., Sefcik, J. S., Hodgson, N. A., & Demiris, G. (2025) · Journal of Applied Gerontology · doi:10.1177/07334648251348703 · Cited by 7 · see citing works
Application-Based Interventions for Family Caregivers of Older Adults: Scoping Review
Lin, X. Y., Falzarano, F. B., Chang, E., Hon, K., Zhang, R., Hickner, A., & Czaja, S. J. (2026) · JMIR Aging · doi:10.2196/76115 · Cited by 3 · see citing works
Wu, J., Wang, M., & Yan, H. (2023) · Psychology Health & Medicine · doi:10.1080/13548506.2023.2253510 · Cited by 3 · see citing works
Ovalle-Eliseo, S., Mohammed, A., Islas-Huerta, G., Vossel, K. A., Monserratt, L. H., & Díaz‐Santos, M. (2025) · Journal of Medical Internet Research · doi:10.2196/67147 · Cited by 2 · see citing works
Technology that Supports Extending Dementia-Friendly Community-Based Care: A Scoping Review
Chen, L.-M., Lee, Y., Nguyen, D. D., & Choi, S. D. (2025) · Current Geriatrics Reports · doi:10.1007/s13670-025-00446-x · Cited by 1 · see citing works
Reyna, P. K., McCart, M., Powell, L. E., Reyna, K. S., Fowler, R. C., Herth, K., & Glang, A. E. (2024) · Journal of Loss and Trauma · doi:10.1080/15325024.2024.2314299 · Cited by 1 · see citing works
Addressing Digital Literacy in Telehealth Interventions for Persons with Dementia
Cho, H., & Demiris, G. (2024) · Studies in health technology and informatics · doi:10.3233/shti240317
Xu, D., He, J., Wang, J., Wang, J., Xiao, L. D., Guan, C., & Mao, J. (2024) · doi:10.2196/preprints.65076
Viscogliosi, C., Ngankam, H. K., Duquette-Laplante, R., Rahimaly, S., Pigot, H., Chassé, B., Ait-Bouziaren, S., Couturier, Y., Déry, J., Biard, N., et al. (2025) · doi:10.2196/preprints.76543
Fakolade, A. O., Cardwell, K. L., Chow, E., Ross‐White, A., & Pilutti, L. A. (2025) · Digital Health · doi:10.1177/20552076251365141
Viscogliosi, C., Ngankam, H. K., Duquette-Laplante, R., Rahimaly, S., Pigot, H., Chassé, B., Ait-Bouziaren, S., Couturier, Y., Déry, J., Biard, N., et al. (2026) · JMIR Aging · doi:10.2196/76543
- Authors
- Duggleby, W., Ploeg, J., McAiney, C., Fisher, K., Jovel Ruiz, K., Ghosh, S., Peacock, S., Markle-Reid, M., Williams, A., Triscott, J., & Swindle, J.
- Affiliations
- University of Alberta (CA)
- McMaster University (CA)
- University of Waterloo (CA)
- Alberta Health Services (CA)
- University of Saskatchewan (CA)
- Corresponding author
- Duggleby, Wendy
- ORCID
- Venue
- Journal of Medical Internet Research
- Publisher
- JMIR Publications Inc.
- Published
- 2019-10-17
- Volume
- 21
- Issue
- 10
- Pages
- e14254
- ISSN
- 1438-8871 (ISSN-L)
- PMC
- PMC6913509
- OpenAlex
- W2980600478
- Cited by
- 22
- References
- 32
- Citations by year
- 2026: 2 · 2025: 6 · 2024: 3 · 2023: 2 · 2022: 4 · 2021: 2 · 2020: 2 · 2019: 1
- FWCI
- 1.79
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- Journal of Medical Internet Research (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Funders
- Alzheimer Society
- University of Alberta
- Canada Research Chairs
- Canadian Institutes of Health Research (128261_1)
- Topics
- Health Sciences › Medicine › Psychiatry and Mental health › Dementia and Cognitive Impairment Research
- Health Sciences › Health Professions › Pharmacy › Nursing care and research
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Keywords
- online intervention, caregiver burden, Alzheimer's disease and related dementias, hope, self-efficacy, health-related quality of life, multimorbidity, older adults, caregiver transition, Herth Hope Index, General Self-Efficacy Scale, SF-12v2, user feedback
- MeSH terms
- Multiple Chronic Conditions, Internet-Based Intervention, Aged, Aged, 80 and over, Alzheimer Disease, Dementia, Female, Humans, Male, Quality of Life, Caregivers
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review