ArticleBMC health services research2018
Healthcare utilization and cost trajectories post-stroke: role of caregiver and stroke factors.
Article in BMC health services research, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04521270 (Financial Burden Associated With Stroke Rehabilitation), which is not on this map. Cited by 33 papers.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Financial Burden Associated With Stroke Rehabilitation
Who cites it
33 citing papers in PubMed, 52 citations in OpenAlex.
- Referral-based transition to subsequent rehabilitation at home after stroke: one-year outcomes and use of healthcare services.BMC health services research · 2022Trial
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- Informal Caregivers' Needs in Post-Stroke Home Care: Insights from Focus Groups Conducted in Portugal Within the CaregIVR Project.Nursing reports (Pavia, Italy) · 2026Article
- Knowledge, attitude, and practice toward post-stroke depression among stroke caregivers: a cross-sectional study and path analysis.BMC neurology · 2026Article
- Review
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- Brief geriatric assessments for older adults in the community in Singapore: a policy brief.Frontiers in public health · 2025Article
- Validating the caregiver self-efficacy in contribution to self-care scale Thai version for stroke: A psychometric evaluation.Nursing open · 2023Article
- Qualitative study exploring heterogeneity in caregiving experiences post-stroke in Singapore.BMJ open · 2023Article
- Association of Caregiver Availability and Training With Patient Community Discharge After Stroke.Archives of rehabilitation research and clinical translation · 2023Article
- Knowledge, attitude, and practice regarding stroke potential complications among stroke survivors' family members in Shiraz, Iran.Turkish journal of physical medicine and rehabilitation · 2023Article
- Application of Robotic Recovery Techniques to Stroke Survivors-Bibliometric Analysis.Journal of personalized medicine · 2022Article
- Article
- The World Stroke Academy: A World Stroke Organization global pathway to improve knowledge in stroke care.International journal of stroke : official journal of the International Stroke Society · 2022Review
- Longitudinal patterns and predictors of healthcare utilization among cancer patients on home-based palliative care in Singapore: a group-based multi-trajectory analysis.BMC medicine · 2022Article
- The associations between caregivers' psychosocial characteristics and caregivers' depressive symptoms in stroke settings: a cohort study.BMC psychology · 2022Article
- Observational
- Factors associated with social support for family members who care for stroke survivors.AIMS public health · 2022Article
- Disparities in Stroke Patient-Reported Outcomes Measurement Between Healthcare Systems in Brazil.Frontiers in neurology · 2022Article
- Seeking healthcare services post-stroke: a qualitative descriptive study exploring family caregiver and stroke survivor perspectives in an asian setting.BMC neurology · 2021Article
Corrections and comments
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Authors and funding
29 authors at 13 institutions in 4 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundIt is essential to study post-stroke healthcare utilization trajectories from a stroke patient caregiver dyadic perspective to improve healthcare delivery, practices and eventually improve long-term outcomes for stroke patients. However, literature addressing this area is currently limited. Addressing this gap, our study described the trajectory of healthcare service utilization by stroke patients and associated costs over 1-year post-stroke and examined the association with caregiver identity and clinical stroke factors.
methodsPatient and caregiver variables were obtained from a prospective cohort, while healthcare data was obtained from the national claims database. Generalized estimating equation approach was used to get the population average estimates of healthcare utilization and cost trend across 4 quarters post-stroke.
resultsFive hundred ninety-two stroke patient and caregiver dyads were available for current analysis. The highest utilization occurred in the first quarter post-stroke across all service types and decreased with time. The incidence rate ratio (IRR) of hospitalization decreased by 51, 40, 11 and 1% for patients having spouse, sibling, child and others as caregivers respectively when compared with not having a caregiver (p = 0.017). Disability level modified the specialist outpatient clinic usage trajectory with increasing difference between mildly and severely disabled sub-groups across quarters. Stroke type and severity modified the primary care cost trajectory with expected cost estimates differing across second to fourth quarters for moderately-severe ischemic (IRR: 1.67, 1.74, 1.64; p = 0.003), moderately-severe non-ischemic (IRR: 1.61, 3.15, 2.44; p = 0.001) and severe non-ischemic (IRR: 2.18, 4.92, 4.77; p = 0.032) subgroups respectively, compared to first quarter.
conclusionHighlighting the quarterly variations, we reported distinct utilization trajectories across subgroups based on clinical characteristics. Caregiver availability reducing hospitalization supports revisiting caregiver's role as potential hidden workforce, incentivizing their efforts by designing socially inclusive bundled payment models for post-acute stroke care and adopting family-centered clinical care practices.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.