ReviewBMJ open2020
Critical review of multimorbidity outcome measures suitable for low-income and middle-income country settings: perspectives from the Global Alliance for Chronic Diseases (GACD) researchers.
Review in BMJ open, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 31 papers, 6 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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
31 citing papers in PubMed, 6 syntheses or guidelines pooled it.
- Effectiveness and Implementation of Digital Health Interventions on Physiological, Psychological, and Functional Outcomes in Adults With Multimorbidity: Systematic Review and Meta-Analysis of Randomized Controlled Trials.Journal of medical Internet research · 2026Pooled it
- A systematic scoping review and gap analysis of questionnaires to assess multimorbidity among children.Pediatric research · 2026Pooled it
- Advanced applications in chronic disease monitoring using IoT mobile sensing device data, machine learning algorithms and frame theory: a systematic review.Frontiers in public health · 2025Pooled it
- Core outcome sets for trials of interventions to prevent and to treat multimorbidity in adults in low and middle-income countries: the COSMOS study.BMJ global health · 2024Pooled it
- Measuring the Quality of Care for Older Adults With Multimorbidity: Results of the MULTIqual Project.The Gerontologist · 2022Pooled it
- Assessing cognition in people with severe mental disorders in low- and middle-income countries: a systematic review of assessment measures.Social psychiatry and psychiatric epidemiology · 2022Pooled it
- Outcome measurement for multiple long-term conditions research across health-care settings - an overview of reviews.BMC medicine · 2026Review
- Time toxicity in chronic disease comorbidity care: A concept analysis using Walker and Avant's approach.International journal of nursing sciences · 2026Article
- Multimorbidity in the Brazilian adult population: Protocol for a systematic review and meta-analysis of prevalence.PloS one · 2026Article
- Dynamic cross-lagged effects between healthy lifestyles and multimorbidity among middle-aged and older adults in China.BMC public health · 2025Article
- Global disparities in the burden of pancreatic cancer (1990-2021): insights from the 2021 Global Burden of Disease study.BMC cancer · 2025Article
- Multimorbidity patterns and function among adults in low- and middle-income countries: a scoping review.BMJ open · 2025Article
- Interaction of household air pollution and healthy lifestyle on the risk of sarcopenia: China Health and Retirement Longitudinal Study.Environmental health and preventive medicine · 2025Article
- Article
- Core outcome sets for trials of interventions to prevent and to treat multimorbidity in low- and middle-income countries: the COSMOS study.medRxiv : the preprint server for health sciences · 2024Article
- Article
- Scoping review of measures of treatment burden in patients with multimorbidity: advancements and current gaps.Journal of clinical epidemiology · 2023Article
- Association of alcohol use and multimorbidity among adults aged 40 years and above in rural South Africa.Scientific reports · 2023Article
- Multimorbidity and Sleep Patterns among Adults in a Peruvian Semi-Urban Area.Sleep science (Sao Paulo, Brazil) · 2023Article
- Recognising the importance of chronic lung disease: a consensus statement from the Global Alliance for Chronic Diseases (Lung Diseases group).Respiratory research · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
15 authors.
Funding
Abstract
objectivesThere is growing recognition around the importance of multimorbidity in low-income and middle-income country (LMIC) settings, and specifically the need for pragmatic intervention studies to reduce the risk of developing multimorbidity, and of mitigating the complications and progression of multimorbidity in LMICs. One of many challenges in completing such research has been the selection of appropriate outcomes measures. A 2018 Delphi exercise to develop a core-outcome set for multimorbidity research did not specifically address the challenges of multimorbidity in LMICs where the global burden is greatest, patterns of disease often differ and health systems are frequently fragmented. We, therefore, aimed to summarise and critically review outcome measures suitable for studies investigating mitigation of multimorbidity in LMIC settings.
settingLMIC.
participantsPeople with multimorbidity. OUTCOME MEASURES: Identification of all outcome measures.
resultsWe present a critical review of outcome measures across eight domains: mortality, quality of life, function, health economics, healthcare access and utilisation, treatment burden, measures of 'Healthy Living' and self-efficacy and social functioning.
conclusionsStudies in multimorbidity are necessarily diverse and thus different outcome measures will be appropriate for different study designs. Presenting the diversity of outcome measures across domains should provide a useful summary for researchers, encourage the use of multiple domains in multimorbidity research, and provoke debate and progress in the field.
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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.