Please use this identifier to cite or link to this item: https://doi.org/10.1186/s12913-018-3696-3
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dc.titleHealthcare utilization and cost trajectories post-stroke: role of caregiver and stroke factors
dc.contributor.authorTyagi S.
dc.contributor.authorKoh G.C.-H.
dc.contributor.authorNan L.
dc.contributor.authorTan K.B.
dc.contributor.authorHoenig H.
dc.contributor.authorMatchar D.B.
dc.contributor.authorYoong J.
dc.contributor.authorFinkelstein E.A.
dc.contributor.authorLee K.E.
dc.contributor.authorVenketasubramanian N.
dc.contributor.authorMenon E.
dc.contributor.authorChan K.M.
dc.contributor.authorDe Silva D.A.
dc.contributor.authorYap P.
dc.contributor.authorTan B.Y.
dc.contributor.authorChew E.
dc.contributor.authorYoung S.H.
dc.contributor.authorNg Y.S.
dc.contributor.authorTu T.M.
dc.contributor.authorAng Y.H.
dc.contributor.authorKong K.H.
dc.contributor.authorSingh R.
dc.contributor.authorMerchant R.A.
dc.contributor.authorChang H.M.
dc.contributor.authorYeo T.T.
dc.contributor.authorNing C.
dc.contributor.authorCheong A.
dc.contributor.authorNg Y.L.
dc.contributor.authorTan C.S.
dc.date.accessioned2020-09-09T09:51:08Z
dc.date.available2020-09-09T09:51:08Z
dc.date.issued2018
dc.identifier.citationTyagi S., Koh G.C.-H., Nan L., Tan K.B., Hoenig H., Matchar D.B., Yoong J., Finkelstein E.A., Lee K.E., Venketasubramanian N., Menon E., Chan K.M., De Silva D.A., Yap P., Tan B.Y., Chew E., Young S.H., Ng Y.S., Tu T.M., Ang Y.H., Kong K.H., Singh R., Merchant R.A., Chang H.M., Yeo T.T., Ning C., Cheong A., Ng Y.L., Tan C.S. (2018). Healthcare utilization and cost trajectories post-stroke: role of caregiver and stroke factors. BMC health services research 18 (1) : 881. ScholarBank@NUS Repository. https://doi.org/10.1186/s12913-018-3696-3
dc.identifier.issn1472-6963
dc.identifier.urihttps://scholarbank.nus.edu.sg/handle/10635/175354
dc.description.abstractBACKGROUND: It 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. METHODS: Patient 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. RESULTS: Five 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. CONCLUSION: Highlighting 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.
dc.sourceUnpaywall 20200831
dc.subjectadult
dc.subjectaged
dc.subjectcaregiver
dc.subjectcerebrovascular accident
dc.subjectdisabled person
dc.subjecteconomics
dc.subjectfactual database
dc.subjectfemale
dc.subjectgeneral practice
dc.subjecthealth care cost
dc.subjecthospitalization
dc.subjecthuman
dc.subjectmale
dc.subjectmiddle aged
dc.subjectoutpatient department
dc.subjectpatient attitude
dc.subjectprimary health care
dc.subjectprospective study
dc.subjectspouse
dc.subjectstatistics and numerical data
dc.subjectsubacute care
dc.subjectAdult
dc.subjectAged
dc.subjectAmbulatory Care Facilities
dc.subjectCaregivers
dc.subjectDatabases, Factual
dc.subjectDisabled Persons
dc.subjectFacilities and Services Utilization
dc.subjectFamily Practice
dc.subjectFemale
dc.subjectHealth Expenditures
dc.subjectHospitalization
dc.subjectHumans
dc.subjectMale
dc.subjectMiddle Aged
dc.subjectPatient Acceptance of Health Care
dc.subjectPrimary Health Care
dc.subjectProspective Studies
dc.subjectSpouses
dc.subjectStroke
dc.subjectSubacute Care
dc.typeArticle
dc.contributor.departmentSAW SWEE HOCK SCHOOL OF PUBLIC HEALTH
dc.contributor.departmentDUKE-NUS MEDICAL SCHOOL
dc.contributor.departmentMEDICINE
dc.description.doi10.1186/s12913-018-3696-3
dc.description.sourcetitleBMC health services research
dc.description.volume18
dc.description.issue1
dc.description.page881
dc.published.statePublished
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