ArticleHealth services research2021
International comparison of health spending and utilization among people with complex multimorbidity.
Article in Health services research, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 34 papers, 5 of them syntheses that pooled it.
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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
34 citing papers in PubMed, 5 syntheses or guidelines pooled it.
- Service Design Strategies to Enhance Exercise Adherence in Extended Reality Interventions for Older Adults: Systematic Review.JMIR aging · 2026Pooled it
- The effectiveness of alternatives to residential care for older people with on-going health and social care needs: a systematic review.BMC geriatrics · 2026Pooled it
- Cost of Chronic Heart Failure Among Adult Europeans-A Systematic Literature Review.PharmacoEconomics - open · 2026Pooled it
- Is there an association between out-of-pocket hospital costs, quality and care outcomes? A systematic review of contemporary evidence.BMC health services research · 2023Pooled it
- Costs of multimorbidity: a systematic review and meta-analyses.BMC medicine · 2022Pooled it
- Short-Term Outcomes and Cost of Robotic Versus Open Distal Pancreatectomy During the Initial Phase of a Robotic Pancreatectomy Program.Annals of surgery open : perspectives of surgical history, education, and clinical approaches · 2026Article
- Article
- International comparison of equity gradients in hospitalizations for ambulatory care sensitive conditions.BMC health services research · 2026Article
- Trends in Discharge to Institutional Post-Acute Care After Total Joint Arthroplasty in the United States and Canada.Journal of the American Geriatrics Society · 2026Article
- Data resource profile: education and health data in New Zealand's Integrated Data Infrastructure.International journal of population data science · 2026Article
- Using electronic health records to understand multimorbidity in older people: a scoping review.European geriatric medicine · 2025Article
- Geographical variation in physician supply and its relationship to utilization of care across older adults in the United States.Health affairs scholar · 2025Article
- Top-Rated Health Care and Ease of Access to Medications Linked to Lower Medicare and ADRD Costs.Medical care · 2025Article
- International comparison of hospitalizations and emergency department visits related to mental health conditions across high-income countries before and during the COVID-19 pandemic.Health services research · 2024Observational
- Targeting the P-selectin/PSGL-1 pathway: discovery of disease-modifying therapeutics for disorders of thromboinflammation.Blood vessels, thrombosis & hemostasis · 2024Review
- Utilization of Primary Healthcare Services in Patients with Multimorbidity According to Their Risk Level by Adjusted Morbidity Groups: A Cross-Sectional Study in Chamartín District (Madrid).Healthcare (Basel, Switzerland) · 2024Article
- MedVantage: A Primary Care Model for Populations With High Social and Medical Needs.Ochsner journal · 2024Article
- Article
- Multimorbidity and determinants for initiating outpatient trajectories: A population-based study.BMC public health · 2023Article
- Characteristics of High-Resource Health System Users in Rural and Remote Regions: A Scoping Review.International journal of environmental research and public health · 2023Article
Corrections and comments
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Authors and funding
24 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectiveThe objective of this study was to explore cross-country differences in spending and utilization across different domains of care for a multimorbid persona with heart failure and diabetes. DATA SOURCES: We used individual-level administrative claims or registry data from inpatient and outpatient health care sectors compiled by the International Collaborative on Costs, Outcomes, and Needs in Care (ICCONIC) across 11 countries: Australia, Canada, England, France, Germany, the Netherlands, New Zealand, Spain, Sweden, Switzerland, and the United States (US). DATA COLLECTION/EXTRACTION
methodsData collected by ICCONIC partners. STUDY
designWe retrospectively analyzed age-sex standardized utilization and spending of an older person (65-90 years) hospitalized with a heart failure exacerbation and a secondary diagnosis of diabetes across five domains of care: hospital care, primary care, outpatient specialty care, post-acute rehabilitative care, and outpatient drugs. PRINCIPAL
findingsSample sizes ranged from n = 1270 in Spain to n = 21,803 in the United States. Mean age (standard deviation [SD]) ranged from 76.2 (5.6) in the Netherlands to 80.3 (6.8) in Sweden. We observed substantial variation in spending and utilization across care settings. On average, England spent $10,956 per person in hospital care while the United States spent $30,877. The United States had a shorter length of stay over the year (18.9 days) compared to France (32.9) and Germany (33.4). The United States spent more days in facility-based rehabilitative care than other countries. Australia spent $421 per person in primary care, while Spain (Aragon) spent $1557. The United States and Canada had proportionately more visits to specialist providers than primary care providers. Across almost all sectors, the United States spent more than other countries, suggesting higher prices per unit.
conclusionAcross 11 countries, there is substantial variation in health care spending and utilization for a complex multimorbid persona with heart failure and diabetes. Drivers of spending vary across countries, with the United States being the most expensive country due to high prices and higher use of facility-based rehabilitative care.
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Registered trials
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