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.

An artificial system for selecting the optimal surgical team / Saberi, N; Mahvash, M; Zenati, Ma. - (2015), pp. 218-221. ( IEEE EMBC Milan Italy 25 Agosto 2015) [10.1109/EMBC.2015.7318339].

An artificial system for selecting the optimal surgical team

Zenati, MA
Ultimo
2015-01-01

Abstract

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.
2015
https://ieeexplore.ieee.org/xpl/conhome/7302811/proceeding
New York USA
IEEE
978-1-4244-9271-8
Settore MEDS-13/C - Chirurgia cardiaca
Settore INFO-01/A - Informatica
Saberi, N; Mahvash, M; Zenati, Ma
An artificial system for selecting the optimal surgical team / Saberi, N; Mahvash, M; Zenati, Ma. - (2015), pp. 218-221. ( IEEE EMBC Milan Italy 25 Agosto 2015) [10.1109/EMBC.2015.7318339].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11572/474530
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