ArticlePloS one2020
The cost and cost implications of implementing the integrated chronic disease management model in South Africa.
Article in PloS one, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers.
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
16 citing papers in PubMed.
- Development of Machine Learning Models to Predict Health Insurance Claim Costs Among Older Indonesians: A Retrospective Predictive Modeling Study.Journal of preventive medicine and public health = Yebang Uihakhoe chi · 2026Article
- Cardiovascular risk profiles in people living with HIV taking antiretroviral therapy in rural Lesotho: Findings from the PRECARIF study.Southern African journal of HIV medicine · 2026Article
- A qualitative study of the social and structural vulnerabilities of HIV and chronic disease syndemics in low-resource urban health facilities in South Africa.Discover public health · 2026Article
- An exploratory study of context and factors shaping policies for integrated management of multimorbidity in Malawi.Health research policy and systems · 2025Article
- Sociodemographic disparities in awareness of chronic conditions: an observational study among older persons in rural north-east of South Africa.BMJ public health · 2024Article
- Self-management challenges of adults with type 2 diabetes mellitus in Ekurhuleni district primary health care facilities amid COVID-19 lockdown.African journal of primary health care & family medicine · 2024Article
- Health and economic impact of caregiving on informal caregivers of people with chronic diseases in sub-Saharan Africa: A systematic review.PLOS global public health · 2024Article
- Lessons Learnt from HIV and Noncommunicable Disease Healthcare Integration in Sub-Saharan Africa.Global heart · 2024Review
- Multimorbidity in African ancestry populations: a scoping review.BMJ global health · 2023Article
- Application of the time-driven activity-based costing methodology to a complex patient case management program in Portugal.BMC health services research · 2023Article
- Human resource time commitments and associated costs of Community Caregiver outreach team operations in South Africa.PloS one · 2023Article
- Health literacy of Sesotho-speaking patients diagnosed with chronic conditions in South Africa.African journal of primary health care & family medicine · 2022Article
- Economic evaluation of integrated services for non-communicable diseases and HIV: costs and client outcomes in rural Malawi.BMJ open · 2022Article
- Implementing Coordinated Care Networks: The Interplay of Individual and Distributed Leadership Practices.Medical care research and review : MCRR · 2022Article
- The comorbidity of HIV, hypertension and diabetes: a qualitative study exploring the challenges faced by healthcare providers and patients in selected urban and rural health facilities where the ICDM model is implemented in South Africa.BMC health services research · 2021Article
- Designing an integrated, nurse-driven and home-based digital intervention to improve insulin management in under-resourced settings.Therapeutic advances in endocrinology and metabolism · 2021Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundA cost analysis of implementation of interventions informs budgeting and economic evaluations.
objectiveTo estimate the cost of implementing the integrated chronic disease management (ICDM) model in primary healthcare (PHC) clinics in South Africa.
methodsCost data from the provider's perspective were collected in 2019 from four PHC clinics with comparable patient caseloads (except for one). We estimated the costs of implementing the ICDM model current activities for three (facility reorganization, clinical supportive management and assisted self-management) components and additional costs of implementing with enhanced fidelity. Costs were estimated based on budget reviews, interviews with management teams, and other published data. The standard of care activities such as medication were not included in the costing. One-way sensitivity analyses were carried out for key parameters by varying patient caseloads, required infrastructure and staff. Annual ICDM model implementation costs per PHC clinic and per patient per visit are presented in 2019 US dollars.
resultsThe overall mean annual cost of implementing the ICDM model was $148 446.00 (SD: $65 125.00) per clinic. Current ICDM model activities cost accounted for 84% ($124 345.00) of the annual mean cost, while additional costs for higher fidelity were 16% ($24 102.00). The mean cost per patient per visit was $6.00 (SD:$0.77); $4.94 (SD:0.70) for current cost and $1.06 (SD:0.33) for additional cost to enhance ICDM model fidelity. For the additional cost, 49% was for facility reorganization, 31% for adherence clubs and 20% for training of nursing staff. In the sensitivity analyses, the major cost drivers were the proportion of effort of assisted self-management staff and the number of patients with chronic diseases receiving care at the clinic.
conclusionMinimal additional cost are required to implement the ICDM model with higher fidelity. Further research on the cost-effectiveness of the ICDM model in middle-income countries is required.
Indexed as
Identifiers
What OpenQuestion holds
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.