An artificial system for selecting the optimal surgical team.
An artificial system for selecting the optimal surgical team.
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用于选择最佳手术团队的人工系统。
DOI:
10.1109/embc.2015.7318339
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发表时间:
2015
期刊:
影响因子:
--
通讯作者:
Zenati,Marco
中科院分区:
文献类型:
--
作者:
Saberi,Nahid;Mahvash,Mohsen;Zenati,Marco
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.