干旱区生态环境知识资源中心(Arid): A Diagnosis Support System for Veterinary Necropsy based on Bayesian Networks

Arid

DOI	10.5220/0010223106450654
	A Diagnosis Support System for Veterinary Necropsy based on Bayesian Networks
	Sicard, Vianney; Assie, Sebastien; Dorso, Laetitia; Chocteau, Florian; Picault, Sebastien
通讯作者	Sicard, V (corresponding author), INRAE, BIOEPAR, Oniris, F-44300 Nantes, France.
会议名称	13th International Conference on Agents and Artificial Intelligence (ICAART)
会议日期	FEB 04-06, 2021
会议地点	ELECTR NETWORK
英文摘要	Veterinary autopsy requires a high level of expertise and skills that not all veterinarians necessarily master, especially in the context of the desertification of rural areas. The development of support systems is a challenging issue, since such a tool, to be considered relevant and accepted by practitioners in their diagnosis process, must avoid any black box effect. The diagnosis support system we introduce here, IVAN (Innovative Veterinary Assisted Necropsy), aims to engage the user in an explicit, understandable, validable and reviewable process, able to cope with the specific issues of cattle necropsy. Besides, it provides uncertainty management to deal with approximate lesion descriptions. IVAN relies on a Bayesian network to infer relevant proposals at each step of the diagnostic process. IVAN was trained on a set of real autopsy cases from autopsy reports, and its performance was assessed using another set of reports. In addition, the tool had to provide results in short response time and be able to run the application on mobile device and web server. In addition to demonstrating the feasibility of the approach, IVAN is a first step towards other support systems in other species and in broader contexts than autopsy.
英文关键词	Veterinarian Autopsy Bayesian Network Decision-support Tool Cattle Diseases
来源出版物	ICAART: PROCEEDINGS OF THE 13TH INTERNATIONAL CONFERENCE ON AGENTS AND ARTIFICIAL INTELLIGENCE - VOL 2
出版年	2021
页码	645-654
ISBN	978-989-758-484-8
出版者	SCITEPRESS
类型	Proceedings Paper
语种	英语
开放获取类型	hybrid
收录类别	CPCI-S
WOS记录号	WOS:000661455800069
WOS关键词	AID
WOS类目	Computer Science, Artificial Intelligence
WOS研究方向	Computer Science
资源类型	会议论文
条目标识符	http://119.78.100.177/qdio/handle/2XILL650/353127
作者单位	[Sicard, Vianney; Assie, Sebastien; Dorso, Laetitia; Chocteau, Florian; Picault, Sebastien] INRAE, BIOEPAR, Oniris, F-44300 Nantes, France
推荐引用方式 GB/T 7714	Sicard, Vianney,Assie, Sebastien,Dorso, Laetitia,et al. A Diagnosis Support System for Veterinary Necropsy based on Bayesian Networks[C]:SCITEPRESS,2021:645-654.