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IMAS: An Intelligent Medical Analysis System Based on Concept Graph

Xiaoli Wang, Yixiang Xie, Siqi Xie, Zhifeng Bao, Shuwen Su
2020 International Conference on Conceptual Modeling  
Historical medical archives are processed to provide valuable prior knowledge for patients.  ...  The system provides an efficient medical archives processing tool and supports effective medical data searching and analysis. We first collect clinical data and sensor data from several hospitals.  ...  With effective medical archives processing, we can collect numerous valuable historical medical information for patients.  ... 
dblp:conf/er/WangXXBS20 fatcat:46x6wsksuzexfeqbequ5pboygq

Research on the Construction and Application of Breast Cancer-Specific Database System Based on Full Data Lifecycle

Yin Jin, Wang Junren, Jiang Jingwen, Sun Yajing, Chen Xi, Qin Ke
2021 Frontiers in Public Health  
the electronic medical records with NLP natural language processing method or other applicable methods, as well as constructing the breast cancer-specific database system to support the application of  ...  graph, data security sharing and value application of breast cancer-specific database.  ...  FIGURE 5 | 5 Image data governance process. PACS, Picture Archiving and Communication Systems. FIGURE 6 | 6 Partial breast cancer knowledge graph.  ... 
doi:10.3389/fpubh.2021.712827 fatcat:f4apg4dnsbhsteecoufukgaf6m

Conceptual graph operations for formal visual reasoning in the medical domain

B. Kamsu-Foguem, G. Tchuenté-Foguem, C. Foguem
2014 IRBM  
CGs are indeed useful as a way for the physician to represent guidelines, and well-defined semantic representations allow users to have a maximal understanding of the knowledge reasoning process.  ...  -CGs capture the essential features of the medical processes underlying clinical reasoning.  ...  This formal medical knowledge representation enables us to provide an unambiguous scheme of the medical decision process (causal and revision contexts), to draw the medical domain expert's or knowledge  ... 
doi:10.1016/j.irbm.2014.04.001 fatcat:frwjm3qcinhz5ecq3r6wwinlva

Constructing Large Scale Cohort for Clinical Study on Heart Failure: Challenges and Strategies in Data Reuse of Electronic Health Record in Regional Healthcare Platform

Daowen Liu, Liqi Lei, Tong Ruan, Ping He
2019 Chinese Medical Sciences Journal  
We firstly constructed a Chinese terminology knowledge graph to deal with the diversity of vocabularies on regional platform.  ...  In this paper, we propose methodology and process on constructing large scale cohorts which forms the basis of causality and comparative effectiveness relationship in epidemiology.  ...  This process can be assisted by Chinese terminology knowledge graph that we built before.  ... 
doi:10.24920/003579 pmid:31315750 fatcat:ayvfqtihqbcijlmkqnluobosxq

A Multi-agent Approach to the Design of an E-medicine System [chapter]

Jiang Tian, Huaglory Tianfield
2003 Lecture Notes in Computer Science  
E-medicine covers the whole range of medical process and service. Multi-agent approach is suitable for the development of e-medicine systems.  ...  Entry <2, 3> represents data processing agent will transmit the summarised data to diagnosis agent, such as graph, table and related medical historical records.  ...  Decision support agent integrates various knowledge and provides diagnosis agent with effective decision approaches.  ... 
doi:10.1007/978-3-540-39869-1_8 fatcat:m6hs4e6krfa3pmjrsqpww5dqte

PO-0967 The Uses Of Clinical Case As A Tool Of Teaching Learning In The Discipline Of Paediatrics At The Faculty Of Medicine PetrÓpolis - Rj - Brazil

E Veiga, A Veiga, A Simeoni
2014 Archives of Disease in Childhood  
The Curriculum Brazilian Guidelines state that: "The structure of the degree course in medicine should use methodologies that emphasise active student participation in knowledge construction and integration  ...  Of this total, 3472 hs correspond to the clinical period when the teaching / learning process occurs to practical Abstract PO-0966 Table 1 Phases of the study Abstract PO-0966 Figure 1 Cyclic process adopted  ...  These processes followed a systematic and evidenced-based process and culminated in the development of a clinical algorithm. distributed in major medical areas.  ... 
doi:10.1136/archdischild-2014-307384.1586 fatcat:eruk4dzck5hgvanmvethbz6jre

Training like Playing: A Reinforcement Learning And Knowledge Graph-based framework for building Automatic Consultation System in Medical Field [article]

Yining Huang, Meilian Chen, Keke Tang
2021 arXiv   pre-print
We introduce a framework for AI-based medical consultation system with knowledge graph embedding and reinforcement learning components and its implement.  ...  Our implement of this framework leverages knowledge organized as a graph to have diagnosis according to evidence collected from patients recurrently and dynamically.  ...  Knowledge Graph Knowledge graph [48] is a data structure used to organize knowledge. We build our knowledge graph based on data from SNOMED CT [49] .  ... 
arXiv:2106.07502v1 fatcat:qwfzrhme6rfefe4idvk2do422y

A Concept-Centered Hypertext Approach to Case-Based Retrieval [article]

Stefano Marchesin
2018 arXiv   pre-print
The goal of case-based retrieval is to assist physicians in the clinical decision making process, by finding relevant medical literature in large archives.  ...  We propose a research that aims at improving the effectiveness of case-based retrieval systems through the use of automatically created document-level semantic networks.  ...  A CDS system is designed to assist clinicians in providing patient care by producing effective and timely knowledge that can help in the decision making process.  ... 
arXiv:1811.11133v1 fatcat:jo6e2kgazfad5cpzs7vtq3bhbi

Structuring Domain-Specific Text Archives by Deriving a Probabilistic XML DTD [chapter]

Karsten Winkler, Myra Spiliopoulou
2002 Lecture Notes in Computer Science  
This structure should be made explicit to facilitate efficient, structure-based search in archives as well as information integration.  ...  Based on the KDD-driven DIAsDEM framework, we propose a new method to derive an archive-specific structured XML document type definition (DTD).  ...  These archives can hardly be processed using standard text mining software, because the integration of domain knowledge is a prerequisite for successful knowledge discovery.  ... 
doi:10.1007/3-540-45681-3_38 fatcat:n2mxpwd2wvfl7ghdqgfuybzlga

Cognitive Explainers of Graph Neural Networks Based on Medical Concepts [article]

Yingni Wang, Huabin Zhang, Lichong Dong, Xiaobo Zhou, Kehong Yuan
2022 arXiv   pre-print
We propose an interpretable automatic recognition framework for the ultrasonic standard plane, which uses a concept-based graph convolutional neural network to construct the relationships between key medical  ...  Despite current studies that have been committed to visualizing the decision process of DNN, most of these methods focus on the low level and do not take into account the prior knowledge of medicine.  ...  Concepts discovery with and without medical prior knowledge. The top row uses medical prior knowledge, and the bottom row doesn't use medical prior knowledge. Fig. 2 . 2 Fig. 2.  ... 
arXiv:2201.07798v2 fatcat:fh37z3jj3vg6bee6pc4z4h4ujm

Knowledge-based Biomedical Data Science 2019 [article]

Tiffany J. Callahan, Ignacio J. Tripodi Computational Bioscience Program, Department of Pharmacology, University of Colorado Denver Anschutz Medical Campus
2019 arXiv   pre-print
Major themes include the relationships between knowledge graphs and machine learning, the use of natural language processing, and the expansion of knowledge-based approaches to novel domains, such as Chinese  ...  knowledge graphs.  ...  knowledge graph", "medical"', and '"knowledge graph", "biology"'.  ... 
arXiv:1910.06710v1 fatcat:kvz5k643zvhpdiq67blc2v33wi

Medical Knowledge Graph in Chinese Using Deep Semantic Mobile Computation Based on IoT and WoT

Wanheng Liu, Ling Yin, Cong Wang, Fulin Liu, Zhiyu Ni, Chi-Hua Chen
2021 Wireless Communications and Mobile Computing  
In this paper, a novel medical knowledge graph in Chinese approach applied in smart healthcare based on IoT and WoT is presented, using deep neural networks combined with self-attention to generate medical  ...  Although great success has been made in the medical knowledge graph in recent studies, the issue of comprehensive medical knowledge graph in Chinese appropriate for telemedicine or mobile devices have  ...  [25] made use of a knowledge graph to process medical archives in 2019. In addition, Song et al. [13] put forward the Chinese pediatric medical knowledge graph in 2019. Ying et al.  ... 
doi:10.1155/2021/5590754 fatcat:72buhuyhrfa7ri3uvdqgsmb3e4

Assisting Data Retrieval with a Drug Knowledge Graph [chapter]

Romain Lelong, Badisse Dahamna, Romain Leguillon, Julien Grosjean, Catherine Letord, Stéfan J. Darmoni, Lina F. Soualmia
2022 Studies in Health Technology and Informatics  
This study aims at describing the design and the evaluation of an information retrieval system founded on a complex and semantically augmented knowledge graph dedicated to EDSaN drugs' prescriptions.  ...  The system is intended to help the selection of drugs in the search process by health professionals.  ...  A conceptual graph of drug knowledge data was designed and used in the information retrieval process to retrieve the French Common Dispensing Unit (UCD) codes that are used to encode and bill administrated  ... 
doi:10.3233/shti210909 pmid:35062142 fatcat:6dykqqoxevhcdiufb3si5d3fwy

Linking psychiatric registers to decision support systems

Jason Taylor
1992 Psychiatric bulletin of the Royal College of Psychiatrists  
The merits of the two approaches in aiding clinical decision making on anti-psychotic medication are discussed as are the medico-legal implications of using expert systems.  ...  effects and medication as measured by chlorpromazine equiv alents against time.  ...  Medication information is also stored with both start and stop dates within an immediately accessible archive within SafetyNet and antipsychotic medication including depot medication information is then  ... 
doi:10.1192/pb.16.5.275 fatcat:dmiqgjdit5eoxlfnrlqf4qbgya

Knowledge management in pediatric pain: mapping on-line expert discussions to medical literature

Syed Sibte Raza Abidi, Allen Finley, Evangelos Milios, Michael Shepherd, David Zitner
2004 Studies in Health Technology and Informatics  
Clinical decision-making can be vastly improved with the availability of the right medical knowledge at the right time.  ...  knowledge to explicit medical literature; and (c) make these knowledge re-sources available to pediatric pain practitioners via the WWW for timely access to various modalities of clinical knowledge.  ...  There is a need to develop computational methods to pre-process the PPDL archive in order to remove potential noise (i.e. announcements, personal communications or system messages) using sophisticated  ... 
pmid:15360763 fatcat:6ezcdzeehbcnhpdpo2v5xabusu
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