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A Hybrid Approach to Clinical Guideline and to Basic Medical Knowledge Conformance [chapter]

Alessio Bottrighi, Federico Chesani, Paola Mello, Gianpaolo Molino, Marco Montali, Stefania Montani, Sergio Storari, Paolo Terenziani, Mauro Torchio
2009 Lecture Notes in Computer Science  
Several computer-based approaches to Clinical Guidelines have been developed in the last two decades.  ...  In this paper, we analyse such an interaction, by studying the conformance problem, defined as evaluating the adherence of a set of performed clinical actions w.r.t. the behaviour recommended by the guideline  ...  Architecture of our hybrid approach for the conformance evaluation represent BMK, due to its similarity to knowledge bases.  ... 
doi:10.1007/978-3-642-02976-9_12 fatcat:47ieja2b2fb2lnqldttunplpeq

CGK4PM: Towards a Methodology for the Systematic Generation of Clinical Guideline Process Models and the Utilization of Conformance Checking

Joscha Grüger, Tobias Geyer, Ralph Bergmann, Stephan A. Braun
2022 BioMedInformatics  
However, verifying the compliance of treatment procedures with Clinical Guidelines remains difficult, as guidelines are mostly available in non-computer interpretable form and previous computer-interpretable  ...  The procedural representation enables the use of process mining techniques such as conformance checking to verify guideline compliance and the opportunity to gain insights from complex clinical treatment  ...  Based on the presented initial situation, we hypothesize that medical processes can be completely represented in computer-interpretable process models.  ... 
doi:10.3390/biomedinformatics2030023 fatcat:vtcbidm6aveytouth7fvx52ise

Modeling clinical activities based on multi-perspective declarative process mining with openEHR's characteristic

Haifeng Xu, Jianfei Pang, Xi Yang, Jinghui Yu, Xuemeng Li, Dongsheng Zhao
2020 BMC Medical Informatics and Decision Making  
We take the ischemic stroke treatment process as an example to check compliance with clinical guidelines. Conformance checking results are analyzed and confirmed by medical experts.  ...  Finally, a conformance checking algorithm is designed.  ...  About this supplement This article has been published as part of BMC Medical Informatics and Decision Making Volume 20 Supplement 14, 2020: Special Issue on Biomedical and Health Informatics.  ... 
doi:10.1186/s12911-020-01323-7 pmid:33323101 fatcat:3brbl6kfmjdcpos4o7fst7xqye

Ten years of knowledge representation for health care (2009–2018): Topics, trends, and challenges

David Riaño, Mor Peleg, Annette ten Teije
2019 Artificial Intelligence in Medicine  
to the formalization and representation of medical knowledge for supporting clinical care.  ...  Contributions regarding modeling languages, technologies and methodologies to produce these models, their incorporation into medical decision support systems, and practical applications in concrete medical  ...  Acknowledgements The work of DR was supported by the RETOS P-BreasTreat project (DPI2016-340 77415-R) of the Spanish Ministerio de Economia y Competitividad.  ... 
doi:10.1016/j.artmed.2019.101713 pmid:31607346 fatcat:dhinirnllfch5i3iqelyvnywvq

Personalized Remote Monitoring of the Atrial Fibrillation Patients with Electronic Implant Devices

Gokce Laleci, Asuman Dogac, Mustafa Yuksel, Yildiray Kabak, Elena Arbelo, Franz Danmayr, Lynne Hinterbuchner, Catherine Chronaki, Marco Eichelberg, Christian Lüpkes
2011 Journal of Healthcare Engineering  
Remote monitoring through care management systems enables continuous surveillance of such patients by checking device functions and clinical events.  ...  These care management systems include decision support capabilities based on clinical guidelines.  ...  Several computer interpretable models of clinical guidelines [9] have been proposed so far.  ... 
doi:10.1260/2040-2295.2.2.183 fatcat:ioosblwdsrchfjvkbgm2dmy2ga

Behaviour-Driven Development for Computer-Interpretable Clinical Guidelines

Reinhard Hatko, Stefan Mersmann, Frank Puppe
2014 European Conference on Artificial Intelligence  
In this paper, we propose an approach for specication and analysis of Computer-Interpretable Clinical Guidelines (CIGs) that was inspired by Behaviour-Driven Development.  ...  On the other hand, they can be checked against time-oriented data recorded during testing sessions of the implemented CIG.  ...  A logical next step was the integration of standardized health care processes into medical technology by enabling CGs to be executed by medical devices as Computer-Interpretable Clinical Guidelines (CIGs  ... 
dblp:conf/ecai/HatkoMP14 fatcat:irmgku4pbrcexb53kyc4kkquvm

Enabling Trust in Clinical Decision Support Recommendations through Semantics

Oshani Seneviratne, Amar K. Das, Shruthi Chari, Nkechinyere N. Agu, Sabbir M. Rashid, Ching-Hua Chen, James P. McCusker, James A. Hendler, Deborah L. McGuinness
2019 International Semantic Web Conference  
Existing medical decision support systems are often simplistic, rule-based, and not easilyadaptable to changing literature or medical guidelines.  ...  In this paper, we present the ontologies and our semantic web-based tools aimed at trustworthy clinical decision support in three distinct areas: guideline representation and reasoning, guideline provenance  ...  We have converted several ADA guidelines to a Computer Interpretable Guideline (CIG) JSON format and extracted cited research studies.  ... 
dblp:conf/semweb/SeneviratneDCAR19 fatcat:p2ywlz6mpjhg7g6sfwjmnqhoum

Testing Methods for Decision Support Systems [chapter]

Jean-Baptiste Lamy, Anis Ellini, Jrme Nobcourt, Alain Venot, Jean-Daniel Zucker
2010 Decision Support Systems  
For instance, when computerizing a clinical guideline, the experts can be asked to check the knowledge base against their own knowledge, or against the paper guideline.  ...  However, it has been shown that even extension check can be achieved in an acceptable computation time on real-world knowledge bases for medical diagnosis, fault diagnosis, and product selection (Preece  ...  DSS architecture contains three key components: knowledge base, computerized model, and user interface.  ... 
doi:10.5772/39467 fatcat:hw65zxcztrd7xe3tezl2ge2yr4

Supporting Physicians and Patients Through Recommendation: Guidelines and Beyond [chapter]

Luca Anselma, Alessio Bottrighi, Arjen Hommersom, Paolo Terenziani, Anthony Hunter
2015 Lecture Notes in Computer Science  
Computer Interpretable Guidelines In the last two decades, Computer Interpretable Guidelines (CIGs) have been introduced in order to overcome some the above problems, and different formalisms and software  ...  Verification of Computer Interpretable Guidelines While the representation and the execution of CIG seem nowadays to be at least partly consolidated, a very important open issue regards reasoning on CPGs  ... 
doi:10.1007/978-3-319-28007-3_18 fatcat:jrlpcko4snewnlqe2sxkzox26i

The Role of Model Checking in Critiquing Based on Clinical Guidelines [chapter]

Perry Groot, Arjen Hommersom, Peter Lucas, Radu Serban, Annette ten Teije, Frank van Harmelen
2007 Lecture Notes in Computer Science  
We employ model checking to investigate whether a part of the actual treatment is consistent with the guideline.  ...  Furthermore, it is shown how critiquing can be cast in terms of temporal logic, and what can be achieved by using model checking.  ...  The resulting computer-based guidelines can then act as a basis for the development of decisionsupport systems, which, thus, allow computer-based deployment of guidelines in a clinical setting.  ... 
doi:10.1007/978-3-540-73599-1_55 fatcat:u5te4kr5wzdsxgcet2p3wsjbwm

Authoring and verification of clinical guidelines: A model driven approach

Beatriz Pérez, Ivan Porres
2010 Journal of Biomedical Informatics  
Methods: The verification process of a guideline is based on (1) model checking techniques to verify guidelines against semantic errors and inconsistencies in their definition, (2) combined with Model  ...  Particularly, we use UML statecharts to represent the dynamics of guidelines and, based on this manually defined guideline specifications, we use a MDD-based tool chain to automatically process them to  ...  Requirements defined within the scope of this source aim at verifying whether the guideline conforms to good medical practice.  ... 
doi:10.1016/j.jbi.2010.02.009 pmid:20206714 fatcat:tctap3hbhbfv3afsnkwwbg4jyu

Analysis of the GLARE and GPROVE Approaches to Clinical Guidelines [chapter]

Alessio Bottrighi, Federico Chesani, Paola Mello, Marco Montali, Stefania Montani, Sergio Storari, Paolo Terenziani
2010 Lecture Notes in Computer Science  
Clinical guidelines (GLs) play an important role in medical practice, and computerized support to GLs is now one of the most central areas of research in Artificial Intelligence in medicine.  ...  In recent years, many groups have developed different computer-assisted management systems of GL. Each approach has its own peculiarities and thus a comparison is necessary.  ...  Data interpretations/abstractions: this dimension deals with the presence and the characteristic of abstractions, which aid in conceptualizing guideline logic and interpreting data.  ... 
doi:10.1007/978-3-642-11808-1_7 fatcat:utstjnau2vgftj5eawfk7m64bi

What Role Can Process Mining Play in Recurrent Clinical Guidelines Issues? A Position Paper

Roberto Gatta, Mauro Vallati, Carlos Fernandez-Llatas, Antonio Martinez-Millana, Stefania Orini, Lucia Sacchi, Jacopo Lenkowicz, Mar Marcos, Jorge Munoz-Gama, Michel A. Cuendet, Berardino de Bari, Luis Marco-Ruiz (+8 others)
2020 International Journal of Environmental Research and Public Health  
In the age of Evidence-Based Medicine, Clinical Guidelines (CGs) are recognized to be an indispensable tool to support physicians in their daily clinical practice.  ...  In this position paper, we briefly describe the story and the state-of-the-art of CGs, and the efforts and results of the past approaches of medical informatics.  ...  The design and development of such a framework is planned to be the next step of the authors and of the corresponding consortium.  ... 
doi:10.3390/ijerph17186616 pmid:32932877 fatcat:nvups3g6ifa77clfinvev7jrvm

Verifying a medical protocol with temporal graphs: The case of a nosocomial disease

Bernard Kamsu-Foguem, Germaine Tchuenté-Foguem, Clovis Foguem
2014 Journal of critical care  
Materials and methods: Formal medical guideline specifications and background knowledge are represented through conceptual graphs, and reasoning is based on graph homomorphism.  ...  Discussion: As conceptual graphs, representations based on diagrams can be translated into computational tree logic.  ...  To overcome this aforementioned drawback, we propose a formal modeling of temporal knowledge, which introduces the semantic interpretation of the temporal logic expressions of Computational Tree Logic  ... 
doi:10.1016/j.jcrc.2014.02.006 pmid:24636931 fatcat:k2vsfhct3feqlf3g4adoekl64m

A Hybrid Approach to the Verification of Computer Interpretable Guidelines [chapter]

Luca Anselma, Alessio Bottrighi, Laura Giordano, Arjen Hommersom, Gianpaolo Molino, Stefania Montani, Paolo Terenziani, Mauro Torchio
2015 Lecture Notes in Computer Science  
Computer Interpretable Guidelines (CIGs) are assuming a major role in the medical area, in order to enhance the quality of medical assistance by providing physicians with evidence-based recommendations  ...  A hybrid approach to the verification of computer interpretable guidelines / Anselma, Abstract.  ...  called Computer Interpretable Guidelines CIGs for short).  ... 
doi:10.1007/978-3-319-28007-3_19 fatcat:pu3crx4n4ncylak6be3jgbfvbq
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