Investigating Length of Stay Patterns and Its Predictors in the South Wales Trauma Network.

0 REHABILITATION Advances in rehabilitation science and practice Pub Date : 2024-03-19 eCollection Date: 2024-01-01 DOI:10.1177/27536351241237866
Zihao Wang, Bahman Rostami-Tabar, Jane Haider, Mohamed Naim, Javvad Haider
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Abstract

Background: Length of stay (LOS) is frequently employed as a performance metric for trauma care. Following the establishment of the trauma network worldwide, the assessment and prediction of LOS in different levels of trauma centres have been extensively studied. However, assessing the total patient length of stay from a whole trauma network perspective is unclear. The objective of this study was to systematically analyse the overall Length of Stay (LOS) pattern within the SWTN before its establishment and in the immediate time after its foundation and, secondly, to assess the association between relevant impact factors and LOS.

Methodology: A retrospective secondary analysis based on the trauma admission dataset from Trauma Audit and Research Network(TARN) dataset was conducted. The studied sample covered around 18000 patients admitted to trauma centres from South Wales Major trauma network between January 2012 and October 2021. The primary outcome is the total length of stay in the trauma network. Statistical tests were applied to examine the difference between normal and outlier LOS. Data visualisation was utilised to demonstrate the LOS patterns and potential association between LOS and relevant demographic and clinical predictors.

Results: The distribution of length of stay in SWTN follows a right-skewed distribution with a median of 10 (IQR, 5-18) and a mean of 15.92 days. There were 1520 patients with outliers for LOS. A significant difference (p¡ 0.05) was found between the normal and outlier groups of LOS based on demographic (age, gender and residential information) and clinical characteristics(ward type, maximum of anatomically-based injury severity score(AIS) and probability of survival). Age group, maximum AIS score on specific injured region, ward type and its interaction effect with the number of admissions may associated with the LOS. Specifically, patients admitted to the geriatric ward exhibited notably prolonged LOS, and individuals with more than 2 admissions to long-term care and recovery-related wards such as neurosurgical rehabilitation, spinal injuries and burns wards also displayed elevated LOS.

Conclusion: Our finding supports prior evidence indicating elderly people are vulnerable to longer stays. Moreover, concerning the types of admission wards, patients admitted to rehabilitation wards who underwent more than 2 hospitalisations also faced an increased risk of prolonged stay. Based on these results, policymakers and healthcare providers should contemplate expanding the allocation of medical resources to this demographic to mitigate the length of stay and optimise associated healthcare costs.

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调查南威尔士创伤网络的住院时间模式及其预测因素。
背景:住院时间(LOS)经常被用作创伤护理的绩效指标。随着全球创伤网络的建立,人们对不同级别创伤中心的住院时间评估和预测进行了广泛研究。然而,从整个创伤网络的角度来评估患者的总住院时间尚不明确。本研究旨在系统分析西南创伤医疗网络成立前和成立后的总体住院时间模式,其次评估相关影响因素与住院时间之间的关联:根据创伤审计与研究网络(TARN)的创伤入院数据集进行了回顾性二次分析。研究样本涵盖了2012年1月至2021年10月期间南威尔士主要创伤网络的创伤中心收治的约18000名患者。主要结果是在创伤网络中的总住院时间。统计测试用于检验正常和离群 LOS 之间的差异。利用数据可视化来展示住院时间模式以及住院时间与相关人口和临床预测因素之间的潜在关联:西南交通网的住院时间分布呈右斜分布,中位数为 10 天(IQR,5-18 天),平均为 15.92 天。有 1520 名患者的住院时间出现异常。根据人口统计学特征(年龄、性别和居住地信息)和临床特征(病房类型、解剖学损伤严重程度评分(AIS)最高值和存活概率),发现正常组和异常组的生命周期有明显差异(P¡ 0.05)。年龄组、特定受伤区域的最大 AIS 分数、病房类型及其与入院人数的交互效应可能与 LOS 有关。具体而言,入住老年病房的患者的生命周期明显延长,而入住长期护理和康复相关病房(如神经外科康复、脊柱损伤和烧伤病房)超过两次的患者的生命周期也有所延长:结论:我们的研究结果支持了之前的证据,即老年人容易出现住院时间较长的情况。此外,就入院病房的类型而言,在康复病房住院超过两次的患者也面临着住院时间延长的风险。基于这些结果,政策制定者和医疗服务提供者应考虑扩大对这一人群的医疗资源分配,以缩短住院时间并优化相关医疗成本。
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