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    Article

    Ideating Mobile Health Behavioral Support for Compliance to Therapy for Patients with Chronic Disease: A Case Study of Atrial Fibrillation Management

    Poor patient compliance to therapy results in a worsening condition that often increases healthcare costs. In the MobiGuide project, we developed an evidence-based clinical decision-support system that deliver...

    Mor Peleg, Wojtek Michalowski, Szymon Wilk, Enea Parimbelli in Journal of Medical Systems (2018)

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    Chapter and Conference Paper

    Detection of Wet Age-related Macular Degeneration in OCT Images: A Case Study

    Progress in medical imaging and computer vision has enabled us to rely on machines for the detection or diagnosis of many diseases, including eye-related problems. One of them is wet age-related macular degene...

    Anam Haq, Szymon Wilk in Innovations in Biomedical Engineering (2018)

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    Chapter and Conference Paper

    Application of Preprocessing Methods to Imbalanced Clinical Data: An Experimental Study

    In this paper we describe an experimental study where we analyzed data difficulty factors encountered in imbalanced clinical data sets and examined how selected data preprocessing methods were able to address ...

    Szymon Wilk, Jerzy Stefanowski in Information Technologies in Medicine (2016)

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    Article

    Using Semantic Components to Represent Dynamics of an Interdisciplinary Healthcare Team in a Multi-Agent Decision Support System

    In healthcare organizations, clinical workflows are executed by interdisciplinary healthcare teams (IHTs) that operate in ways that are difficult to manage. Responding to a need to support such teams, we desig...

    Szymon Wilk, Mounira Kezadri-Hamiaz, Daniela Rosu in Journal of Medical Systems (2015)

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    Chapter and Conference Paper

    MET4: Supporting Workflow Execution for Interdisciplinary Healthcare Teams

    This paper describes MET4, a multi-agent system that supports interdisciplinary healthcare teams (IHTs) in executing patient care workflows. Using the concept of capability, the system facilitates the maintena...

    Szymon Wilk, Davood Astaraky, Wojtek Michalowski in Business Process Management Workshops (2015)

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    Chapter and Conference Paper

    Using Constraint Logic Programming to Implement Iterative Actions and Numerical Measures during Mitigation of Concurrently Applied Clinical Practice Guidelines

    There is a pressing need in clinical practice to mitigate (identify and address) adverse interactions that occur when a comorbid patient is managed according to multiple concurrently applied disease-specific c...

    Martin Michalowski, Szymon Wilk, Wojtek Michalowski in Artificial Intelligence in Medicine (2013)

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    Article

    Implementing an Integrative Multi-agent Clinical Decision Support System with Open Source Software

    Clinical decision making is a complex multi-stage process. Decision support can play an important role at each stage of this process. At present, the majority of clinical decision support systems have been foc...

    Jelber Sayyad Shirabad, Szymon Wilk, Wojtek Michalowski in Journal of Medical Systems (2012)

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    Chapter and Conference Paper

    A Constraint Logic Programming Approach to Identifying Inconsistencies in Clinical Practice Guidelines for Patients with Comorbidity

    This paper describes a novel methodological approach to identifying inconsistencies when concurrently using multiple clinical practice guidelines. We discuss how to construct a formal guideline model using Con...

    Martin Michalowski, Marisela Mainegra Hing in Artificial Intelligence in Medicine (2011)

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    Article

    A Tree-Based Decision Model to Support Prediction of the Severity of Asthma Exacerbations in Children

    This paper describes the development of a tree-based decision model to predict the severity of pediatric asthma exacerbations in the emergency department (ED) at 2 h following triage. The model was constructed...

    Ken Farion, Wojtek Michalowski, Szymon Wilk in Journal of Medical Systems (2010)

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    Chapter and Conference Paper

    A Concept-Based Framework for Retrieving Evidence to Support Emergency Physician Decision Making at the Point of Care

    The goal of evidence-based medicine is to uniformly apply evidence gained from scientific research to aspects of clinical practice. In order to achieve this goal, new applications that integrate increasingly d...

    Dympna O’Sullivan, Ken Farion, Stan Matwin in Knowledge Management for Health Care Proce… (2008)

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    Article

    Using a Bayesian belief network model to categorize length of stay for radical prostatectomy patients

    A clinical pathway implements best medical practices and represents sequencing and timing of interventions by clinicians for a particular clinical presentation. We used a Bayesian belief network (BBN) to model...

    Wojtek Michalowski, Szymon Wilk, Anthony Thijssen in Health Care Management Science (2006)

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    Chapter and Conference Paper

    Mining Clinical Data: Selecting Decision Support Algorithm for the MET-AP System

    We have developed an algorithm for triaging acute pediatric abdominal pain in the Emergency Department using the discovery-driven approach. This algorithm is embedded into the MET-AP (Mobile Emergency Triage –...

    Jerzy Blaszczynski, Ken Farion, Wojtek Michalowski in Artificial Intelligence in Medicine (2005)