Modeling Doctor-patient Shared Decision-making as Fuzzy Constraint-based Agent Negotiation

Yong Liu, Ping Lu, Yimin Yang, Feiping Hong, Kaibiao Lin

2022

Abstract

Shared decision-making (SDM) has been widely advocated as a new medical decision-making model, but limited time, uncertain information, and individual differences constrain its application and development. To facilitate the application of SDM, a multi-issue agent negotiation approach based on fuzzy constraints is proposed to solve the SDM problem between doctors and patients. The advantages of our approach can be summarized into three points: 1) a general framework for knowledge representation and problem-solving in SDM simulation; 2) a feasible system structure that includes negotiation and recommendation model, which can simulate a real clinical scenario to complete SDM; 3) an efficient negotiation model that can improve the negotiation efficiency of SDM by alleviating the constraints of issues and time and reducing the impact of space and emotion. To verify the feasibility and effectiveness of our method, we simulated and solved the asthma SDM between doctors and patients and then validated its performance under different deadlines and issues constraints.

Paper Citation

in Harvard Style

Liu Y., Lu P., Yang Y., Hong F. and Lin K. (2022). Modeling Doctor-patient Shared Decision-making as Fuzzy Constraint-based Agent Negotiation. In Proceedings of the 1st International Conference on Health Big Data and Intelligent Healthcare - Volume 1: ICHIH, ISBN 978-989-758-596-8, pages 48-55. DOI: 10.5220/0011228100003438

in Bibtex Style

@conference{ichih22,
author={Yong Liu and Ping Lu and Yimin Yang and Feiping Hong and Kaibiao Lin},
title={Modeling Doctor-patient Shared Decision-making as Fuzzy Constraint-based Agent Negotiation},
booktitle={Proceedings of the 1st International Conference on Health Big Data and Intelligent Healthcare - Volume 1: ICHIH,},
year={2022},
pages={48-55},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0011228100003438},
isbn={978-989-758-596-8},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 1st International Conference on Health Big Data and Intelligent Healthcare - Volume 1: ICHIH,
TI - Modeling Doctor-patient Shared Decision-making as Fuzzy Constraint-based Agent Negotiation
SN - 978-989-758-596-8
AU - Liu Y.
AU - Lu P.
AU - Yang Y.
AU - Hong F.
AU - Lin K.
PY - 2022
SP - 48
EP - 55
DO - 10.5220/0011228100003438