Kaiser Andrea Hannah, Mao Sovathiro, Sundewall Jesper, Ross Marlaina, Koy Sokunthea, Vorn Searivoth, Koeut Pichenda, Ekman Bjoern
Department of Clinical Sciences, Malmoe (IKVM), Division of Social Medicine and Global Health (SMGH), CRC, Lund University, Jan Waldenstroems Gata 35, Malmoe, Sweden.
General Secretariat for the National Social Protection Council, Ministry of Economy and Finance of Cambodia, Street 92, Phnom Penh, 120211, Cambodia.
Int J Equity Health. 2025 Jan 31;24(1):33. doi: 10.1186/s12939-025-02394-6.
As the deadline for the Sustainable Development Goals approaches, financial protection in Cambodia remains inadequate, especially for nonpoor informal workers lacking formal social health protection coverage or access to other prepayment schemes. This exposes them to high out-of-pocket health expenditures (OOPE) and related financial hardship. To better understand the drivers behind these expenditures, our study aims to model their healthcare, health, and social determinants and to assess their relative importance.
In 2023, we conducted a cross-sectional multistage clustered sampling survey across seven Cambodian provinces, surveying 3,254 households engaged in informal employment and not covered by any formal social health protection scheme. The survey gathered information on households' use of outpatient and inpatient care and associated OOPE. We employed generalized linear models (GLMs) to analyse the healthcare, health, and social determinants of OOPE and the OOPE budget share (the proportion of total annual household consumption expenditure spent on OOPE) and applied Shapley decomposition analysis to quantify the relative contributions of these determinants to the explained variance in our outcomes.
Healthcare variables were the dominant contributors to the explained variance in all outcomes (41.36-50.73%), followed by health factors. While several social variables were significant, only the wealth quintile made notable contributions to explaining variance in our outcomes. The key healthcare contributors included the sector type and level of care, and the number of outpatient medications. Important health contributors included illness severity and the presence of chronic illnesses or noncommunicable diseases.
Our findings emphasize the necessity of integrating nonpoor informal workers and their dependents into formal prepayment schemes to reduce OOPE and enhance financial protection on Cambodia's path toward universal health coverage. Strategically engaging with private providers and pharmacies to improve access to essential services and medicines, coupled with the implementation of an effective referral system are important policy considerations to this end. Further research is needed on how health determinants are modifiable with policy interventions. Our findings can assist the Cambodian government in advancing its universal health coverage goals and offer insights for other countries aiming to extend coverage to similar population groups.
随着可持续发展目标截止日期的临近,柬埔寨的金融保护仍然不足,特别是对于缺乏正式社会健康保护覆盖或无法参与其他预付计划的非贫困非正规工人而言。这使他们面临高额的自付医疗费用(OOPE)以及相关的经济困难。为了更好地理解这些支出背后的驱动因素,我们的研究旨在对他们的医疗保健、健康和社会决定因素进行建模,并评估其相对重要性。
2023年,我们在柬埔寨的七个省份进行了一项横断面多阶段整群抽样调查,对3254户从事非正规就业且未被任何正式社会健康保护计划覆盖的家庭进行了调查。该调查收集了家庭门诊和住院护理的使用情况以及相关的自付医疗费用信息。我们采用广义线性模型(GLMs)来分析自付医疗费用的医疗保健、健康和社会决定因素以及自付医疗费用预算份额(家庭年度总消费支出中用于自付医疗费用的比例),并应用夏普里分解分析来量化这些决定因素对我们结果中解释方差的相对贡献。
医疗保健变量是所有结果中解释方差的主要贡献因素(41.36 - 50.73%),其次是健康因素。虽然几个社会变量具有显著性,但只有财富五分位数对解释我们结果中的方差做出了显著贡献。关键的医疗保健贡献因素包括部门类型和护理级别,以及门诊药物数量。重要的健康贡献因素包括疾病严重程度以及慢性病或非传染性疾病的存在。
我们的研究结果强调了将非贫困非正规工人及其家属纳入正式预付计划的必要性,以减少自付医疗费用,并在柬埔寨实现全民健康覆盖的道路上加强金融保护。为此,战略性地与私立医疗机构和药店合作以改善基本服务和药品的可及性,同时实施有效的转诊系统是重要的政策考量。关于健康决定因素如何通过政策干预得以改变,还需要进一步研究。我们的研究结果可以帮助柬埔寨政府推进其全民健康覆盖目标,并为其他旨在将覆盖范围扩大到类似人群的国家提供见解。