Observational studyBMC health services research2015
Multimorbidity, health care utilization and costs in an elderly community-dwelling population: a claims data based observational study.
Observational study in BMC health services research, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 2 registered trials, which are not on this map. Cited by 253 papers, 13 of them syntheses that pooled 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.
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.
Nurse-coordinated Follow-up Program in Primary Care: a Mixed-method Complex Intervention Feasibility and RCT Pilot Trial Among People at Risk for T2DM.
Nursing Students' Visits to Older Adults With Multiple Chronic Conditions: Effects on Self-care and Other Related Variables (VISITAME)
Who cites it
253 citing papers in PubMed, 13 syntheses or guidelines pooled it, 494 citations in OpenAlex.
- Pooled it
- Variations in multimorbidity measurement in studies evaluating hospitalisation in older adults: a systematic review.BMC geriatrics · 2025Pooled it
- A COSMIN systematic review of generic patient-reported outcome measures in Switzerland.Quality of life research : an international journal of quality of life aspects of treatment, care and rehabilitation · 2025Pooled it
- About half of older adults have two or more chronic conditions at the same time: a systematic review and meta-analysis.Frontiers in public health · 2025Pooled it
- Involvement in medication safety behaviors among older people with chronic diseases: systematic review of intervention studies.BMC geriatrics · 2024Pooled it
- Barriers and facilitators to health technology adoption by older adults with chronic diseases: an integrative systematic review.BMC public health · 2024Pooled it
- Measuring the Quality of Care for Older Adults With Multimorbidity: Results of the MULTIqual Project.The Gerontologist · 2022Pooled it
- Association between multimorbidity and hospitalization in older adults: systematic review and meta-analysis.Age and ageing · 2022Pooled it
- Pooled it
- Household and area-level social determinants of multimorbidity: a systematic review.Journal of epidemiology and community health · 2021Pooled it
- Interventions for improving outcomes in patients with multimorbidity in primary care and community settings.The Cochrane database of systematic reviews · 2021Pooled it
- The patient at the centre: evidence from 17 European integrated care programmes for persons with complex needs.BMC health services research · 2020Pooled it
- e-Health interventions for healthy aging: a systematic review.Systematic reviews · 2020Pooled it
- Identifying and Addressing Unmet Needs in Dementia: The Role of Care Access and Psychosocial Support.International journal of geriatric psychiatry · 2025Trial
- Trial
- Using HbA1c measurements and the Finnish Diabetes Risk Score to identify undiagnosed individuals and those at risk of diabetes in primary care.BMC public health · 2023Trial
- Baseline characteristics and comparability of older multimorbid patients with polypharmacy and general practitioners participating in a randomized controlled primary care trial.BMC family practice · 2021Trial
- Sleep Health Disparities: Are Black Women Disadvantaged?Journal of racial and ethnic health disparities · 2026Article
- Prognostic value of the CALLY index for predicting in-hospital mortality in community-acquired pneumonia: Results from an elderly-predominant cohort.Irish journal of medical science · 2026Article
- Article
193 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
4 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundChronic conditions and multimorbidity have become one of the main challenges in health care worldwide. However, data on the burden of multimorbidity are still scarce. The purpose of this study is to examine the association between multimorbidity and the health care utilization and costs in the Swiss community-dwelling population, taking into account several sociodemographic factors.
methodsThe study population consists of 229'493 individuals aged 65 or older who were insured in 2013 by the Helsana Group, the leading health insurer in Switzerland, covering all 26 Swiss cantons. Multimorbidity was defined as the presence of two or more chronic conditions of a list of 22 conditions that were identified using an updated measure of the Pharmacy-based Cost Group model. The number of consultations (total and divided by primary care physicians and specialists), the number of different physicians contacted, the type of physician contact (face-to-face, phone, and home visits), the number of hospitalisations and the length of stay were assessed separately for the multimorbid and non-multimorbid sample. The costs (total and divided by inpatient and outpatient costs) covered by the compulsory health insurance were calculated for both samples. Multiple linear regression modelling was conducted to adjust for influencing factors: age, sex, linguistic region, purchasing power, insurance plan, and nursing dependency.
resultsPrevalence of multimorbidity was 76.6%. The mean number of consultations per year was 15.7 in the multimorbid compared to 4.4 in the non-multimorbid sample. Total costs were 5.5 times higher in multimorbid patients. Each additional chronic condition was associated with an increase of 3.2 consultations and increased costs of 33%. Strong positive associations with utilization and costs were also found for nursing dependency. Multimorbid patients were 5.6 times more likely to be hospitalised. Furthermore, results revealed a significant age-gender interaction and a socioeconomic gradient.
conclusionsMultimorbidity is associated with substantial higher health care utilization and costs in Switzerland. Quantified data on the current burden of multimorbidity are fundamental for the management of patients in health service delivery systems and for health care policy debates about resource allocation. Strategies for a better coordination of multimorbid patients are urgently needed.
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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.