Observational studyPloS one2019
A challenge to all. A primer on inter-country differences of high-need, high-cost patients.
Observational study in PloS one, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 28 papers, 2 of them syntheses that pooled it.
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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
28 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Pooled it
- Prediction Models for Future High-Need High-Cost Healthcare Use: a Systematic Review.Journal of general internal medicine · 2022Pooled it
- Network Analysis-Driven Machine Learning Model for Identifying High-Cost Stroke Inpatients Using Hospital Discharge Data: Retrospective Study.JMIR medical informatics · 2026Article
- Real-world medical and long-term care service utilization patterns among older adults with complex needs in China: a latent class analysis.BMC geriatrics · 2026Article
- Predicting high-cost healthcare users: development and external validation of multivariable models using the HUNT and Tromsø studies linked to Norwegian health registries.BMC health services research · 2026Article
- How Do Older People Experience Hospital to Home Discharge? An Overview of Qualitative Reviews.International journal of older people nursing · 2026Review
- Characteristics and related factors of high-need high-cost children in Shanghai, China: a retrospective cohort study in inpatient setting.BMC pediatrics · 2025Article
- Can patient-reported data improve predictions about who will be a high-need, high-cost patient in British Columbia?Quality of life research : an international journal of quality of life aspects of treatment, care and rehabilitation · 2025Article
- Characterizing Cross-Provincial High-Cost Patients in Rural China: Cross-Sectional Study.JMIR public health and surveillance · 2025Article
- Multimorbidity Management: A Scoping Review of Interventions and Health Outcomes.International journal of environmental research and public health · 2025Article
- Article
- Vulnerable older people's views on proactive care planning: a qualitative interview study in primary care.BJGP open · 2025Article
- Qualitative evaluation of a hospital-inpatient service for children with medical complexity.BMJ paediatrics open · 2025Article
- Assessing differences among persistent, episodic, and non- high-need high-cost hospitalized children in China after categorization by an unsupervised learning algorithm.Archives of public health = Archives belges de sante publique · 2024Article
- High-cost users still came to hospitals during the COVID-19 pandemic during first wave data in Thailand: secondary data analysis.BMC public health · 2024Article
- Reasons for hospitalisation and cumulative mortality in people, 75 years or older, at high risk of hospital admission: a prospective study.BMC geriatrics · 2024Observational
- Efficacy of extracting and preventively intervening late-stage older adults who are at high risk for spending high medical costs by using the health check-up system in Japan: a pilot study.Frontiers in public health · 2024Article
- Burden of delayed discharge on acute hospital medical wards: A retrospective ecological study in Rome, Italy.PloS one · 2024Observational
- Patient emergency health-care use before hospital admission for COVID-19 and long-term outcomes in Scotland: a national cohort study.The Lancet. Digital health · 2023Article
- Identifying Characteristics Associated with the Concentration and Persistence of Medical Expenses among Middle-Aged and Elderly Adults: Findings from the China Health and Retirement Longitudinal Survey.International journal of environmental research and public health · 2022Article
Corrections and comments
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Authors and funding
13 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundAcross countries, a small group of patients accounts for the majority of health care spending. These patients are more likely than other patients to experience problems with quality and safety in their care, suggesting that efforts targeting efficiency and quality among this population might have significant payoffs for health systems. Better understanding of similarities and differences in patient characteristics and health care use in different countries may ultimately inform further efforts to improve care for HNHC patients in these health systems.
methodsWe conducted a cross-sectional descriptive study using one year of patient-level data on high-cost patients in seven high-income OECD member countries. Countries were selected based on availability of detailed information (large enough samples of claims, administrative, and survey data of high-cost patients). We studied concentration of spending among high-cost patients, characteristics of high-cost patients, and per capita spending on high-cost patients.
findingsCost-concentration of the top 5% of patients varied across countries, from 41% in Japan to 60% in Canada, driven primarily by variation in the top 1% of spenders. In general, high-cost patients were more likely to be female (57.7% on average), had a significant number of multi-morbidities (up to on average 10 major diagnostic categories (ICD chapters), and had a lower socioeconomic status. Characteristics of high-cost patients varied as well: median age ranged from 62 in the Netherlands to 75 in Germany and the difference in socioeconomic status is particularly stark in the US. Lastly, utilization, particularly for inpatient care, varied with an average number of inpatient days ranging from 6.6 nights (US) to 97.7 nights in Japan.
interpretationIn this descriptive study, there is substantial variation in the cost concentration, characteristics, and per capita spending on high-cost patient populations across high-income countries. Differences in the way that health systems are structured likely explains some of this variation, which suggests the potential of cross-system learning opportunities. Our findings highlight the need for further studies including comparable performance metrics and institutional analysis.
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