Evidence map›Paper›PMID 25609174›Full record

Observational studyBMC health services research2015

Multimorbidity, health care utilization and costs in an elderly community-dwelling population: a claims data based observational study.

Caroline Bähler, Carola A Huber, Beat Brüngger, Oliver Reich

2 registry-linked trialsOpen access · goldAbstract readObservational Study
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
253citing papers in PubMed, 13 pooled it
22.0field-weighted citation impact, top 1% 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.

NCT04688359 nacompletednot on this mapstarted 2021, after this paper: background citation

Nurse-coordinated Follow-up Program in Primary Care: a Mixed-method Complex Intervention Feasibility and RCT Pilot Trial Among People at Risk for T2DM.

TypeinterventionalSponsorUniversity of AkureyriRan2021 to 2023Enrolled81ConditionsPre-diabetes, Cardiovascular Risk Factor, T2DM (Type 2 Diabetes Mellitus), Primary Health CareArmsGuided Self Determination
NCT05264207 nacompletednot on this mapstarted 2022, after this paper: background citation

Nursing Students' Visits to Older Adults With Multiple Chronic Conditions: Effects on Self-care and Other Related Variables (VISITAME)

TypeinterventionalSponsorUniversidad de AlmeriaRan2022 to 2023Enrolled252ConditionsChronic DiseaseArmsNursing students' home-visit programme, Standard care from Public Andalusian Health Service
3 · Its place in the literature

Who cites it

253 citing papers in PubMed, 13 syntheses or guidelines pooled it, 494 citations in OpenAlex.

  1. Pooled it
  2. Pooled it
  3. 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 · 2025
    Pooled it
  4. Pooled it
  5. Pooled it
  6. Pooled it
  7. Pooled it
  8. Pooled it
  9. Pooled it
  10. Pooled it
  11. Pooled it
  12. Pooled it
  13. Pooled it
  14. Trial
  15. Trial
  16. Trial
  17. Trial
  18. Sleep Health Disparities: Are Black Women Disadvantaged?Journal of racial and ethnic health disparities · 2026
    Article
  19. Article
  20. Article

193 more citing papers are in PubMed but not listed here.

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

4 authors at 1 institution in 1 country.

Caroline BählerDepartment of Health Sciences, Helsana Insurance Group, P.O. Box, 8081, Zürich, Switzerland. caroline.baehler-baumgartner@helsana.ch.
Carola A HuberDepartment of Health Sciences, Helsana Insurance Group, P.O. Box, 8081, Zürich, Switzerland. carola.huber@helsana.ch.
Beat BrünggerDepartment of Health Sciences, Helsana Insurance Group, P.O. Box, 8081, Zürich, Switzerland. beat.brngger@helsana.ch.
Oliver ReichDepartment of Health Sciences, Helsana Insurance Group, P.O. Box, 8081, Zürich, Switzerland. oliver.reich@helsana.ch.
Helsana Group (Switzerland) · CH

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

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.

Indexed as

ComorbidityHealth ExpendituresResidential FacilitiesAgedAged, 80 and overChronic DiseaseDelivery of Health CareFemaleHealth ServicesHospitalizationHumansInsurance Claim ReviewMalePrevalenceSwitzerland

Identifiers

PMID25609174
PMCPMC4307623
OpenAlexW2099368953

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.