Evidence map›Paper›PMID 30466417›Full record

ArticleBMC health services research2018

Healthcare utilization and cost trajectories post-stroke: role of caregiver and stroke factors.

Shilpa Tyagi, Gerald Choon-Huat Koh, Luo Nan, Kelvin Bryan Tan, Helen Hoenig, David B Matchar, Joanne Yoong, Eric A Finkelstein, Kim En Lee, N Venketasubramanian and 19 more

Registry-linked trialOpen access · goldAbstract read
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
33citing papers in PubMed
5.7field-weighted citation impact, top 3% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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.

2 · The registry

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.

NCT04521270 completednot on this mapstarted 2020, after this paper: background citation

Financial Burden Associated With Stroke Rehabilitation

Typeobservational_patient_registrySponsorRiphah International UniversityRan2020 to 2021Enrolled80ConditionsStroke
3 · Its place in the literature

Who cites it

33 citing papers in PubMed, 52 citations in OpenAlex.

  1. Trial
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  5. Review
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  7. Article
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  9. Article
  10. Association of Caregiver Availability and Training With Patient Community Discharge After Stroke.Archives of rehabilitation research and clinical translation · 2023
    Article
  11. Article
  12. Article
  13. Article
  14. 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 · 2022
    Review
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  16. Article
  17. Observational
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

29 authors at 13 institutions in 4 countries.

Shilpa TyagiSaw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549, Singapore.
Gerald Choon-Huat KohSaw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549, Singapore. gerald_koh@nuhs.edu.sg.
Luo NanSaw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549, Singapore.
Kelvin Bryan TanPolicy Research & Economics Office, Ministry of Health, Singapore, Singapore.
Helen HoenigPhysical Medicine and Rehabilitation Service, Durham VA Medical Centre, Durham, USA.
David B MatcharProgram in Health Services and Systems Research, Duke-NUS Graduate Medical School, Singapore, Singapore.
Joanne YoongSaw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549, Singapore.
Eric A FinkelsteinProgram in Health Services and Systems Research, Duke-NUS Graduate Medical School, Singapore, Singapore.
Kim En LeeLee Kim En Neurology Pte Ltd, Singapore, Singapore.
N VenketasubramanianRaffles Neuroscience Centre, Raffles Hospital, Singapore, Singapore.
Edward MenonSt. Andrew's Community Hospital, Singapore, Singapore.
Kin Ming ChanMount Alvernia Hospital, Singapore, Singapore.
Deidre Anne De SilvaNational Neuroscience Institute, Singapore General Hospital campus, Singapore, Singapore.
Philip YapGeriatric Medicine, Khoo Teck Puat Hospital, Singapore, Singapore.
Boon Yeow TanSt. Luke's Hospital, Singapore, Singapore.
Effie ChewDepartment of Rehabilitation Medicine, National University Hospital, Singapore, Singapore.
Sherry H YoungDepartment of Rehabilitation Medicine, Changi General Hospital, Singapore, Singapore.
Yee Sien NgDepartment of Rehabilitation Medicine, Singapore General Hospital, Singapore, Singapore.
Tian Ming TuDepartment of Neurology, National Neuroscience Institute, Neurology, Tan Tock Seng Hospital, Singapore, Singapore.
Yan Hoon AngGeriatric Medicine, Khoo Teck Puat Hospital, Singapore, Singapore.
Keng Hee KongDepartment of Rehabilitation Medicine, Tan Tock Seng Hospital, Singapore, Singapore.
Rajinder SinghDepartment of Neurology, National Neuroscience Institute, Neurology, Tan Tock Seng Hospital, Singapore, Singapore.
Reshma A MerchantDepartment of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
Hui Meng ChangNational Neuroscience Institute, Singapore General Hospital campus, Singapore, Singapore.
Tseng Tsai YeoDepartment of Neurosurgery, National University Hospital, Singapore, Singapore.
Chou NingDepartment of Neurosurgery, National University Hospital, Singapore, Singapore.
Angela CheongSaw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549, Singapore.
Yu Li NgPolicy Research & Economics Office, Ministry of Health, Singapore, Singapore.
Chuen Seng TanSaw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549, Singapore.
National University of Singapore · SGMinistry of Health · SGNational University Hospital · SGTan Tock Seng Hospital · SGDuke-NUS Medical School · SGKhoo Teck Puat Hospital · SGSingapore General Hospital · SGChangi General Hospital · SGDurham VA Medical Center · USMount Elizabeth Hospital · SGRaffles Institution · SGSt Andrews Community Hospital · GBSt Luke's Hospital · SG

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

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.

Indexed as

AdultAgedAmbulatory Care FacilitiesCaregiversDatabases, FactualFacilities and Services UtilizationFamily PracticeFemaleHealth ExpendituresHospitalizationHumansMaleMiddle AgedPatient Acceptance of Health CarePersons with DisabilitiesPrimary Health CareCaregiversHealthcare costsHealth servicesHospitalizationStroke

Identifiers

PMID30466417
PMCPMC6251229
OpenAlexW2900954791

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

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.