A Constraint-Based Approach for the Conciliation of Clinical Guidelines

被引:11
作者
Piovesan, Luca [1 ]
Terenziani, Paolo [1 ]
机构
[1] Univ Piemonte Orientale, Inst Comp Sci, DISIT, Alessandria, Italy
来源
ADVANCES IN ARTIFICIAL INTELLIGENCE - IBERAMIA 2016 | 2016年 / 10022卷
关键词
Computer interpretable clinical guidelines; Comorbidities; Combining medical guidelines; Constraint satisfaction problems;
D O I
10.1007/978-3-319-47955-2_7
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The medical domain often arises new challenges to Artificial Intelligence. An emerging challenge is the support for the treatment of patients affected by multiple pathologies (comorbid patients). In the medical context, clinical practice guidelines (CPGs) are usually adopted to provide physicians with evidence-based recommendations, considering only single pathologies. To support physicians in the treatment of comorbid patients, suitable methodologies must be devised to "merge" CPGs. Techniques like replanning or scheduling, traditionally adopted in AI to "merge" plans, must be extended and adapted to fit the requirements of the medical domain. In this paper, we propose a novel methodology, that we term "conciliation", to merge multiple CPGs, supporting the treatments of comorbid patients.
引用
收藏
页码:77 / 88
页数:12
相关论文
共 50 条
[31]   Compositional Diffusion-Based Continuous Constraint Solvers [J].
Yang, Zhutian ;
Mao, Jiayuan ;
Du, Yilun ;
Wu, Jiajun ;
Tenenbaum, Joshua B. ;
Lozano-Perez, Tomas ;
Kaelbling, Leslie Pack .
CONFERENCE ON ROBOT LEARNING, VOL 229, 2023, 229
[32]   HIV infection and care pathway: From guidelines to clinical practice [J].
Poizot-Martin, I. ;
Obry-Roguet, V. ;
Zaegel-Faucher, O. ;
Lions, C. ;
Cano, C. ;
Ivanova, A. ;
Ritleng, A. ;
Debreux, C. ;
Bregigeon, S. .
MEDECINE ET MALADIES INFECTIEUSES, 2019, 49 (01) :23-33
[33]   A semi-dynamical approach for solving qualitative spatial constraint satisfaction problems [J].
Challita, Khalil .
THEORETICAL COMPUTER SCIENCE, 2012, 440 :29-38
[34]   Improved bit-based filtering algorithm for regular constraint [J].
Zhen, Luhan ;
Zhang, Yonggang ;
Li, Jingyao ;
Li, Yanzhi ;
Li, Zhanshan .
EXPERT SYSTEMS WITH APPLICATIONS, 2024, 235
[35]   Clinical guidelines: Non-psychiatric comorbidities of the adult patient with epilepsy [J].
Roque-Villavicencio, Yuridia L. ;
Gutierrez-Manjarrez, Francisco A. ;
Sosa-Hernandez, Jose L. ;
Gonzalez-Vargas, Perfecto O. ;
Isunza-Torres, Angelica M. ;
Rebolledo, Alicia G. ;
Perez-Reyes, Sara P. ;
Miranda-Gonzalez, Alejandro ;
Villavicencio, Juan O. ;
Alonso-Vanegas, Mario A. ;
Trujillo-Alonso, Gersain ;
Ibarra-Bravo, Octavio M. ;
Genel-Espinoza, Alejandra ;
Genel-Castillo, Mario A. ;
Resendiz-Aparicio, Juan C. .
REVISTA MEXICANA DE NEUROCIENCIA, 2020, 21 :56-64
[36]   Why do Family Physicians find it difficult to apply clinical guidelines? [J].
Pizzini, Andrea .
CLINICAL MANAGEMENT ISSUES, 2007, 1 (02) :63-68
[37]   Using Constraint Satisfaction and Optimization for Pattern-Based Software Design [J].
Vathsavayi, Sriharsha ;
Sievi-Korte, Outi ;
Koskimies, Kai ;
Systa, Kari .
2014 23RD AUSTRALASIAN SOFTWARE ENGINEERING CONFERENCE (ASWEC), 2013, :29-37
[38]   A residual-based message passing algorithm for constraint satisfaction problems [J].
Zhao, Chun-Yan ;
Fu, Yan-Rong ;
Zhao, Jin-Hua .
COMMUNICATIONS IN THEORETICAL PHYSICS, 2022, 74 (03)
[39]   Engaging Stakeholders to Inform Clinical Practice Guidelines That Address Multiple Chronic Conditions [J].
Bennett, Wendy L. ;
Robbins, Craig W. ;
Bayliss, Elizabeth A. ;
Wilson, Renee ;
Tabano, Heather ;
Mularski, Richard A. ;
Chan, Wiley V. ;
Puhan, Milo ;
Yu, Tsung ;
Leff, Bruce ;
Li, Tianjing ;
Dickersin, Kay ;
Glover, Carol ;
Maslow, Katie ;
Armacost, Karen ;
Mintz, Suzanne ;
Boyd, Cynthia M. .
JOURNAL OF GENERAL INTERNAL MEDICINE, 2017, 32 (08) :883-890
[40]   Major revision version 11.0 of the European AIDS Clinical Society Guidelines 2021 [J].
Ryom, Lene ;
De Miguel, Rosa ;
Cotter, Aoife Grace ;
Podlekareva, Daria ;
Beguelin, Charles ;
Waalewijn, Hylke ;
Arribas, Jose R. ;
Mallon, Patrick W. G. ;
Marzolini, Catia ;
Kirk, Ole ;
Bamford, Alasdair ;
Rauch, Andri ;
Molina, Jean Michel ;
Kowalska, Justyna Dominika ;
Guaraldi, Giovanni ;
Winston, Alan ;
Boesecke, Christoph ;
Cinque, Paola ;
Welch, Steven ;
Collins, Simon ;
Behrens, Georg M. N. .
HIV MEDICINE, 2022, 23 (08) :849-858