Department of Public Health, Fukushima Medical University School of Medicine, Fukushima, Japan.
PLoS One. 2023 Jan 23;18(1):e0280802. doi: 10.1371/journal.pone.0280802. eCollection 2023.
Japan's health care system may be providing inpatient care inefficiently with a low number of physicians per hospital bed and a long average length of stay (LOS). The present study examined associations of acute medical care with hospital-level factors, such as the transfer and acceptance rates, and mediation effect of LOS, using medical service fees per day as an outcome measure for the provision of acute medical care in hospitals in a region with limited medical resources.
To analyze the associations of acute medical care with hospital-level factors, this research used multilevel structural equation modeling (SEM) of a dataset that included 225,203 patients admitted to 99 hospitals in Fukushima, Japan. The characteristics of the patients, medical activities, and hospitals, such as the transfer and acceptance rates, were assumed to have both direct and indirect effects through LOS on medical service fees per day.
The final analysis used data from 165,413 patients discharged or transferred from 79 hospitals. After separating patient-level effects using multilevel SEM, the results revealed that, at the hospital level, the transfer rate had a significant and positive association with increased medical service fees per day, both directly (standardized coefficient [SC] = 0.215) and indirectly (SC = 0.057) through shortened LOS. The number of first hospitalized patients per physician had a significant and positive association with increased medical service fees per day only indirectly through shortened LOS (SC = 0.063). The acceptance rate had a significant and negative association with medical service fees per day only indirectly through prolonged LOS (SC = -0.078).
Hospital-level factors, such as enhanced transfer function, reduced acceptance function, and a large number of patients for treatment of acute episodes per physician, had positive associations with increased medical service fees per day, either directly or indirectly through LOS.
日本的医疗保健系统可能在提供住院治疗方面效率低下,医院病床与医师人数比例低,平均住院时间(LOS)长。本研究使用医疗服务每天费用作为衡量在医疗资源有限的地区医院提供急性医疗服务的指标,考察了与急性医疗相关的医院水平因素(如转院率和接受率)的关联,以及 LOS 的中介效应。
为了分析急性医疗与医院水平因素的关联,本研究使用了多水平结构方程模型(SEM)对包含日本福岛 99 家医院的 225203 名住院患者的数据集进行分析。患者、医疗活动和医院的特征,如转院率和接受率,被假设通过 LOS 对医疗服务每天费用具有直接和间接影响。
最终分析使用了来自 79 家医院的 165413 名出院或转院患者的数据。使用多水平 SEM 分离患者水平的影响后,结果表明,在医院水平上,转院率与医疗服务每天费用的增加具有显著的正相关关系,无论是直接相关(标准化系数 [SC] = 0.215)还是通过缩短 LOS 间接相关(SC = 0.057)。每位医师首诊患者人数与医疗服务每天费用的增加呈显著正相关,仅通过缩短 LOS 间接相关(SC = 0.063)。接受率与医疗服务每天费用的减少呈显著负相关,仅通过延长 LOS 间接相关(SC = -0.078)。
医院水平因素,如增强的转院功能、减少的接受功能以及每位医师治疗急性发作的患者人数增加,与医疗服务每天费用的增加呈正相关,无论是直接相关还是通过 LOS 间接相关。