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Sudden survival improvement in critical neurotrauma: An exploratory analysis using a stratified statistical process control technique

机译:关键神经创伤的突然生存改善:使用分层统计过程控制技术的探索性分析

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Background: Outcome after trauma depends on patient characteristics, quality of care, and random events. The TRISS model predicts probability of survival (Ps) adjusted for Injury Severity Score (ISS), Revised Trauma Score (RTS), mechanism of injury, and age. Quality of care is often evaluated by calculating the number of excess survivors, year by year. In contrast, the Variable Life-Adjusted Display (VLAD) technique allows rapid detection of altered survival. VLAD adjusts each death or survival by the patients risk status and graphically displays accumulated number of unexpected survivors over time. We evaluated outcome changes and their time relation to trauma service improvements.Methods: Observational, retrospective study of the total 20012011 trauma population from a Level I trauma centre. Outcome was 30-day survival. Ps was calculated with the TRISS model, 2005 coefficients. VLAD graphs were created for the entire population and for subpopulations stratified by ISS level, ISS body region (Head/Neck, Face, Chest, Abdomen/Pelvic contents, Extremities/Pelvic girdle, External), and maximum Abbreviated Injury Scale (maxAIS) score in each region. Piecewise linear regression identified VLAD graph breakpoints.Results: 12,191 consecutive trauma patients (median age 35 years, 72% males, 91% blunt injury, 41% ISS - 16) formed the dataset. Their VLAD graph indicated performance equal to TRISS predicted survival until a sudden improvement in late 2004. From then survival remained improved but unchanged through 2011. Total number of excess survivors was 141. Inspection of subgroup VLAD graphs showed that the increased survival mainly occurred in patients having at least one Head/Neck AIS 5 injury. The effect was present in both isolated and multitraumatised maxAIS 5 Head/Neck trauma. The remaining trauma population showed unchanged survival, superior to TRISS predicted, throughout the study period. Important general and neurotrauma-targeted improvements in our trauma service could underlie our findings: A formalised trauma service, damage control resuscitation protocols, structured training, increased helicopter transfer capacity, consultant-based neurosurgical assessment, a doubling of emergency neurosurgical procedures, and improved neurointensive care.Conclusions: Stratified VLAD enables continuous, high-resolution system analysis. We encourage trauma centres to explore their data and to monitor future system changes.
机译:背景:创伤后的结果取决于患者的特征,护理质量和随机事件。 TRISS模型预测了根据损伤严重度评分(ISS),修订的创伤评分(RTS),损伤机制和年龄调整的生存概率(Ps)。通常通过逐年计算剩余幸存者的数量来评估护理质量。相反,可变寿命调整显示(VLAD)技术可快​​速检测到生存率的变化。 VLAD根据患者的风险状况调整每次死亡或生存,并以图形方式显示一段时间内意外幸存者的累计数量。我们评估了结果变化及其与创伤服务改善之间的时间关系。方法:观察性回顾性研究,来自一级创伤中心的20012011年创伤总人口。结果是30天生存期。 Ps用TRISS模型计算,2005年系数。为整个人群和按ISS水平,ISS身体部位(头/颈部,面部,胸部,腹部/骨盆内容物,四肢/骨盆带,外部)和最大程度的简化伤害量表(maxAIS)分层的亚人群创建了VLAD图。在每个地区。分段线性回归确定了VLAD图的断点。结果​​:形成了12191名连续的创伤患者(中位年龄35岁,男性为72%,钝伤为91%,ISS-16为41%)。他们的VLAD图表明性能与TRISS预测的存活率相同,直到2004年末突然改善。此后存活率一直保持改善,但一直到2011年都保持不变。过量幸存者总数为141。亚组VLAD图的检查表明,存活率的提高主要发生在患者至少有一次头部/颈部AIS 5伤害。在单独的和多发伤的maxAIS 5头/颈部创伤中均存在该效应。在整个研究期间,其余创伤人群的生存率未发生变化,优于TRISS的预测。我们的研究结果可作为我们对创伤服务的一般性和以神经创伤为目标的重要改进:正规的创伤服务,损伤控制复苏方案,结构化培训,增加的直升机转移能力,基于顾问的神经外科评估,紧急神经外科手术程序加倍以及神经强化结论:分层VLAD可实现连续的高分辨率系统分析。我们鼓励创伤中心探索其数据并监视未来的系统变化。

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