ArticlePloS one2022
Defining and measuring multimorbidity in primary care in Singapore: Results of an online Delphi study.
Article in PloS one, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
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Who cites it
8 citing papers in PubMed.
- Health Influence and Association Analysis of Inpatient Service Under-Utilization in Older Adults With Multimorbidities: A National Study in China.Health care science · 2026Article
- Screening for intrinsic capacity and frailty in older adults with multimorbidity in the primary care setting: application of the ICOPE tool and two frailty instruments.BMC geriatrics · 2025Article
- Antioxidant capacities and in vitro anti-microbial activities of rice (Oryza sativa var Bajong) from Borneo.BMC chemistry · 2025Article
- Cross-sectional study assessing health outcome priorities of older adults with multimorbidity at a primary care setting in Singapore.BMJ open · 2023Article
- Differences in healthcare service utilization in patients with polypharmacy according to their risk level by adjusted morbidity groups: a population-based cross-sectional study.Journal of pharmaceutical policy and practice · 2023Article
- A scoping review on the factors associated with the lost to follow-up (LTFU) amongst patients with chronic disease in ambulatory care of high-income countries (HIC).BMC health services research · 2023Article
- Synthesizing expert consensus to define a core condition set for multimorbidity measurement: A narrative review.Science progressReview
- Multimorbidity combinations among older adults in Singapore: A cross-sectional study using polyclinic data.Journal of multimorbidity and comorbidityArticle
Corrections and comments
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Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Multimorbidity, common in the primary care setting, has diverse implications for both the patient and the healthcare system. However, there is no consensus on the definition of multimorbidity globally. Thus, we aimed to conduct a Delphi study to gain consensus on the definition of multimorbidity, the list and number of chronic conditions used for defining multimorbidity in the Singapore primary care setting. Our Delphi study comprised three rounds of online voting from purposively sampled family physicians in public and private settings. Delphi round 1 included open-ended questions for idea generation. The subsequent two rounds used questions with pre-selected options. Consensus was achieved based on a pre-defined criteria following an iterative process. The response rates for the three rounds were 61.7% (37/60), 86.5% (32/37) and 93.8% (30/32), respectively. Among 40 panellists who responded, 46.0% were 31-40 years old, 64.9% were male and 73.0% were from the public primary healthcare setting. Based on the findings of rounds 1, 2 and 3, consensus on the definition of a chronic condition, multimorbidity and finalised list of chronic conditions were achieved. For a condition to be chronic, it should last for six months or more, be recurrent or persistent, impact patients across multiple domains and require long-term management. The consensus-derived definition of multimorbidity is the presence of three or more chronic conditions from a finalised list of 23 chronic conditions. We anticipate that our findings will inform multimorbidity conceptualisation at the national level, standardise multimorbidity measurement in primary care and facilitate resource allocation for patients with multimorbidity.
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