ArticleBMJ open2014
Examining different measures of multimorbidity, using a large prospective cross-sectional study in Australian general practice.
Article in BMJ open, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 187 papers, 10 of them syntheses that pooled it.
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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
187 citing papers in PubMed, 10 syntheses or guidelines pooled it.
- Effects of Using Websites on Physical Activity and Diet Quality for Adults Living With Chronic Health Conditions: Systematic Review and Meta-Analysis.Journal of medical Internet research · 2023Pooled it
- Clinical Outcomes Following Exercise Rehabilitation in People with Multimorbidity: A Systematic Review.Journal of rehabilitation medicine · 2023Pooled it
- Ethnic inequalities in multiple long-term health conditions in the United Kingdom: a systematic review and narrative synthesis.BMC public health · 2023Pooled it
- Community prevalence and dyad disease pattern of multimorbidity in China and India: a systematic review.BMJ global health · 2022Pooled it
- Variation in the estimated prevalence of multimorbidity: systematic review and meta-analysis of 193 international studies.BMJ open · 2022Pooled it
- Ethnic Inequalities in Healthcare Use and Care Quality among People with Multiple Long-Term Health Conditions Living in the United Kingdom: A Systematic Review and Narrative Synthesis.International journal of environmental research and public 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
- Do replicable profiles of multimorbidity exist? Systematic review and synthesis.European journal of epidemiology · 2019Pooled it
- The role of diseases, risk factors and symptoms in the definition of multimorbidity - a systematic review.Scandinavian journal of primary health care · 2016Pooled it
- Interventions for improving outcomes in patients with multimorbidity in primary care and community settings.The Cochrane database of systematic reviews · 2016Pooled it
- Assessing the Implementation and Effectiveness of the Electronic Patient-Reported Outcome Tool for Older Adults With Complex Care Needs: Mixed Methods Study.Journal of medical Internet research · 2021Trial
- Prevalence of constipation in adults with obesity class II and III and associated factors.BMC gastroenterology · 2021Trial
- Effectiveness of an intervention for improving drug prescription in primary care patients with multimorbidity and polypharmacy: study protocol of a cluster randomized clinical trial (Multi-PAP project).Implementation science : IS · 2017Trial
- The burden of multimorbidity in patients with TB-HIV: a retrospective cohort analysis.IJTLD open · 2026Article
- Increasing Multimorbidity Burden After COVID-19 Infection Among People With and Without HIV in the United States: Insights From the National Clinical Cohort Collaborative (N3C).Open forum infectious diseases · 2026Article
- The Association Between Number of Chronic Conditions and Benzodiazepine Prescribing in Region Stockholm, Sweden: A Total Population-Based Cohort Study.Health science reports · 2026Article
- Multiple Chronic Conditions and Multimorbidity Among Older Adults in Southern Albania: Distribution and Impact on Care Needs, Medication Adherence, and Quality of Life.Healthcare (Basel, Switzerland) · 2026Article
- Multimorbidity Clusters Among People Aged 65 Years and Over in Australia: A Nationwide Cross-Sectional Data Linkage Study.The Medical journal of Australia · 2026Article
- Article
- Multiprofessional and multidisciplinary teleconsultation for the management of multimorbidity: preliminary results from the joint action JADECARE.BMC health services research · 2026Article
127 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectivesPrevalence estimates of multimorbidity vary widely due to inconsistent definitions and measurement methods. This study examines the independent effects on prevalence estimates of how 'disease entity' is defined-as a single chronic condition or chapters/domains in the International Classification of Primary Care (V.2; ICPC-2), International Classification of Disease (10th revision; ICD-10) or the Cumulative Illness Rating Scale (CIRS), the number of disease entities required for multimorbidity, and the number of chronic conditions studied.
designNational prospective cross-sectional study.
settingAustralian general practice.
participants8707 random consenting deidentified patient encounters with 290 randomly selected general practitioners.
main outcome measuresPrevalence estimates of multimorbidity using different definitions.
resultsData classified to ICPC-2 chapters, ICD-10 chapters or CIRS domains produce similar multimorbidity prevalence estimates. When multimorbidity was defined as two or more (2+) disease entities: counting individual chronic conditions and groups of chronic conditions produced similar estimates; the 12 most prevalent chronic conditions identified about 80% of those identified using all chronic conditions. When multimorbidity was defined as 3+ disease entities: counting individual chronic conditions produced significantly higher estimates than counting groups of chronic conditions; the 12 most prevalent chronic conditions identified only two-thirds of patients identified using all chronic conditions.
conclusionsMultimorbidity defined as 2+ disease entities can be measured using different definitions of disease entity with as few as 12 prevalent chronic conditions, but lacks specificity to be useful, especially in older people. Multimorbidity, defined as 3+, requires more measurement conformity and inclusion of all chronic conditions, but provides greater specificity than the 2+ definition. The proposed concept of "complex multimorbidity", the co-occurrence of three or more chronic conditions affecting three or more different body systems within one person without defining an index chronic condition, may be useful in identifying high-need individuals.
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