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Effect of multimorbidity on utilisation and out-of-pocket expenditure in Indonesia: quantile regression analysis

机译:多元不均法对印度尼西亚利用和袋装支出的影响:分钟回归分析

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Multimorbidity (the presence of two or more non-communicable diseases) is a major growing challenge for many low-income and middle-income countries (LMICs). Yet, its effects on health care costs and financial burden for patients have not been adequately studied. This study investigates the effect of multimorbidity across the different percentiles of healthcare utilisation and out-of-pocket expenditure (OOPE). We conducted a secondary data analysis of the 2014/2015 Indonesian Family Life Survey (IFLS-5), which included 13,798 respondents aged ≥40?years. Poisson regression was used to assess the association between sociodemographic characteristics and the total number of non-communicable diseases (NCDs), while multivariate logistic regression and quantile regression analysis was used to estimate the associations between multimorbidity, health service use and OOPE. Overall, 20.8% of total participants had two or more NCDs in 2014/2015. The number of NCDs was associated with higher healthcare utilisation (coefficient 0.11, 95% CI 0.07–0.14 for outpatient care and coefficient 0.09 (95% CI 0.02–0.16 for inpatient care) and higher four-weekly OOPE (coefficient 27.0, 95% CI 11.4–42.7). The quantile regression results indicated that the marginal effect of having three or more NCDs on the absolute amount of four-weekly OOPE was smaller for the lower percentiles (at the 25th percentile, coefficient 1.0, 95% CI 0.5–1.5) but more pronounced for the higher percentile of out-of-pocket spending distribution (at the 90th percentile, coefficient 31.0, 95% CI 15.9–46.2). Multimorbidity is positively correlated with health service utilisation and OOPE and has a significant effect, especially among those in the upper tail of the utilisation/costs distribution. Health financing strategies are urgently required to meet the needs of patients with multimorbidity, particularly for vulnerable groups that have a higher level of health care utilisation.
机译:多元(两种或更多种非传染性疾病的存在)是许多低收入和中等收入国家(LMIC)的主要挑战。然而,它对患者对医疗保健成本和财务负担的影响尚未得到充分研究。本研究调查多重药物跨越不同百分比的医疗保健利用率和口袋支出(OOPE)的影响。我们对2014/2015年印度尼西亚家族生活调查(IFLS-5)进行了次要数据分析,其中包括13,798名≥40岁的受访者。泊松回归用于评估社会渗透特性与非传染性疾病总数(NCD)之间的关联,而多变量逻辑回归和定量回归分析用于估计多重无水,卫生服务使用和OOPE之间的关联。总体而言,2014年/ 2015年,20.8%的参与者有两个或更多NCD。 NCD的数量与较高的医疗保健利用(系数0.11,95%CI 0.07-0.14有关,用于门诊护理和系数0.09(适用于住院护理的95%CI 0.02-0.16)和较高的四周oOpe(系数27.0,95%CI) 11.4-42.7)。分量回归结果表明,对于较低百分位(在第25百分位,系数1.0,95%CI 0.5-1.5,较低的百分位数,较低百分比对四周OOPE的绝对数量的边际效应较小)对于更高的百分之百分点的百分之百分点(在第90百分位,系数31.0,95%CI,95%CI 15.9-46.2)中更加明显。多元不间水性与卫生服务利用率和OOPE呈正相关,特别是具有显着效果其中在利用/成本分布的上尾的那些。迫切需要健康融资策略,以满足多重药物患者的需求,特别是对于具有更高水平的医疗保健患者的弱势群体倾斜。

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