ArticleBMJ open2017
Effect of socio-demographic factors on the association between multimorbidity and healthcare costs: a population-based, retrospective cohort study.
Article in BMJ open, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 65 papers.
What it found
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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.
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Who cites it
65 citing papers in PubMed, 125 citations in OpenAlex.
- Trial
- Article
- Article
- Relationship Between Palliative Care and Location of Death Among People With Opioid Use Disorder: A Retrospective Cohort Study.Journal of palliative care · 2026Article
- Socioeconomic Disparities in Concussion Presentation.JAMA network open · 2026Article
- Characteristics and Outcomes of Adults Hospitalized With Childhood-Onset Complex Chronic Conditions.JAMA network open · 2026Article
- Delineating the trajectory of adult chronic diseases and healthcare use for 22q11.2 microdeletion in a general population context.Frontiers in genetics · 2026Article
- Developing an evidence base to inform retirement home policy development using an equity and diversity lens: a mixed methods study protocol.BMC geriatrics · 2025Article
- Quantifying cost and health-related quality of life outcomes in different multimorbidity trajectories: a systematic review protocol.BMJ open · 2025Article
- The association between total social exposure and incident multimorbidity: A population-based cohort study.SSM - population health · 2025Article
- Thyroid cancer treatment among adolescents and young adult women and reproductive outcomes: a population-based cohort study.Human reproduction open · 2025Article
- Effectiveness of the Sub-Acute Care for Frail Elderly (SAFE) Transitional Care Unit on Short-Term Functional Independence in Frail Older Patients Discharged from Hospital.Canadian geriatrics journal : CGJ · 2024Article
- Missing Medical Data in Neurological Emergency Care Compromise Patient Safety and Healthcare Resources.Journal of clinical medicine · 2024Article
- Assessment of Dietary and Lifestyle Quality among the Romanian Population in the Post-Pandemic Period.Healthcare (Basel, Switzerland) · 2024Article
- Association between opioid use disorder and palliative care: a cohort study using linked health administrative data in Ontario, Canada.CMAJ : Canadian Medical Association journal = journal de l'Association medicale canadienne · 2024Article
- Association of virtual end-of-life care with healthcare outcomes before and during the COVID-19 pandemic: A population-based study.PLOS digital health · 2024Article
- Association between preferred language and use of mental health services among home care recipients with schizophrenia spectrum and other psychotic disorders: A retrospective cohort study in Ontario, Canada, 2010 to 2015.PLOS mental health · 2024Article
- End-of-Life Care Among Patients With Kidney Failure on Maintenance Dialysis: A Retrospective Population-Based Study.Canadian journal of kidney health and disease · 2024Article
- Identifying factors associated with high use of acute care in Canada: a population-based retrospective study.The European journal of health economics : HEPAC : health economics in prevention and care · 2023Article
- Association of Neighborhood Deprivation With Thrombolysis and Thrombectomy for Acute Stroke in a Health System With Universal Access.Neurology · 2023Article
5 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors at 5 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectivesTo estimate the attributable costs of multimorbidity and assess whether the association between the level of multimorbidity and health system costs varies by socio-demographic factors in young (<65 years) and older (≥65 years) adults living in Ontario, Canada.
designA population-based, retrospective cohort study
settingThe province of Ontario, Canada
participants6 639 089 Ontarians who were diagnosed with at least one of 16 selected medical conditions on 1 April 2009.
main outcome measuresFrom the perspective of the publicly funded healthcare system, total annual healthcare costs were derived from linked provincial health administrative databases using a person-level costing method. We used generalised linear models to examine the association between the level of multimorbidity and healthcare costs and the extent to which socio-demographic variables modified this association.
resultsAttributable total costs of multimorbidity ranged from C$377 to C$2073 for young individuals and C$1026 to C$3831 for older adults. The association between the degree of multimorbidity and healthcare costs was significantly modified by age (p<0.001), sex (p<0.001) and neighbourhood income (p<0.001) in both age groups, and the positive association between healthcare costs and levels of multimorbidity was statistically stronger for older than younger adults. For individuals aged 65 years or younger, the increase in healthcare costs was more gradual in women than in their male counterparts, however, for those aged 65 years or older, the increase in healthcare costs was significantly greater among women than men. Lastly, we also observed that the positive association between the level of multimorbidity and healthcare costs was significantly greater at higher levels of marginalisation.
conclusionSocio-demographic factors are important effect modifiers of the relationship between multimorbidity and healthcare costs and should therefore be considered in any discussion of the implementation of healthcare policies and the organisation of healthcare services aimed at controlling healthcare costs associated with multimorbidity.
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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.