An artificial system for selecting the optimal surgical team.

An artificial system for selecting the optimal surgical team.
复制标题

用于选择最佳手术团队的人工系统。

DOI:
10.1109/embc.2015.7318339
复制
发表时间:
2015
期刊:
Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference
影响因子:
--
通讯作者:
Zenati,Marco
Zenati,Marco
中科院分区:
--
文献类型:
--
作者:
Saberi,Nahid;Mahvash,Mohsen;Zenati,Marco

文献摘要

相似文献

我们引入了一个智能系统,以优化团队的历史成果的基础上组成的团队,并应用该系统组成一个手术团队。该系统依赖于过去执行的程序记录。最佳的团队组成是具有最低的不利结果的概率。我们使用概率论和包含排除原则来模拟给定组合的团队结果的概率。将概率值分配给数据库中的每个人,并从中计算团队组成的概率。该模型允许确定所有可能的团队组合的概率,即使有一些团队组合没有重新编码的过程。从分析的角度来看,组建一个最佳团队相当于最大限度地减少团队成员的重叠,这些成员经常倾向于参与不利结果的程序。一个概念性的例子表明,所提出的系统获得最佳团队的准确性。
We introduce an intelligent system to optimize a team composition based on the team's historical outcomes and apply this system to compose a surgical team. The system relies on a record of the procedures performed in the past. The optimal team composition is the one with the lowest probability of unfavorable outcome. We use the theory of probability and the inclusion exclusion principle to model the probability of team outcome for a given composition. A probability value is assigned to each person of database and the probability of a team composition is calculated from them. The model allows to determine the probability of all possible team compositions even if there is no recoded procedure for some team compositions. From an analytical perspective, assembling an optimal team is equivalent to minimizing the overlap of team members who have a recurring tendency to be involved with procedures of unfavorable results. A conceptual example shows the accuracy of the proposed system on obtaining the optimal team.