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Conference Proceedings

  • Towards an AI Planning-based Pipeline for the Management of Multimorbid Patients
    M. Rao, M. Michalowski, Sz. Wilk, W. Michalowski, A. Coles, M. Carrier
    in M. Michalowski, S.S.R. Abidi, S. Abidi (eds): 20th International Conference on Artificial Intelligence in Medicine, AIME 2022, Halifax, NS, Canada, June 14–17, 2022, Proceedings. Springer, 2022, 14-23.
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  • Towards a Framework for Comparing Functionalities of Multimorbidity Clinical Decision Support: A Literature-based Feature Set and Benchmark Cases
    D. O'Sullivan, W. Van Woensel, Sz. Wilk, S.W. Tu, W. Michalowski, S. Abidi, M. Carrier, R. Edry, I. Hochberg, S. Kingwell, A. Kogan, M. Michalowski, H. O’Sullivan, M. Peleg
    in AMIA 2021 Annual Symposium Proceedings. 2019, 919-928.
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  • MitPlan 2.0: Enhanced Support for Multi-morbid Patient Management Using Planning
    M. Michalowski, M. Rao, Sz. Wilk, W. Michalowski, M. Carrier
    in A. Tucker, P.H. Abreu, J. Cardoso, D. Riaño, P.P. Rodrigues (eds): 19th International Conference on Artificial Intelligence in Medicine, AIME 2021, Virtual Event, June 15–18, 2021, Proceedings. Springer, 2021, 276-286.
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  • Tree-based Local Explanations of Machine Learning Model Predictions – AraucanaXAI
    E. Parimbelli, G. Nicora, Sz. Wilk, W. Michalowski, R. Bellazzi
    in 1st International Workshop on eXplainable Artificial Intelligence in Healthcare, Proceedings. 2021.
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  • How Do Spinal Surgeons Perceive Impact of Factors Used in Post-Surgical Complication Risk Scores?
    E. Parimbelli, Sz. Wilk, D. O'Sullivan, S. Kingwell, W. Michalowski, M. Michalowski
    in AMIA 2019 Annual Symposium Proceedings. 2019, 699-706.
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  • MitPlan: A Planning Approach to Mitigating Concurrently Applied Clinical Practice Guidelines
    M. Michalowski, Sz. Wilk, W. Michalowski, M. Carrier
    in D. Riaño, Sz. Wilk, A. ten Teije (eds): Artificial Intelligence in Medicine, 17th Conference on Artificial Intelligence in Medicine, AIME 2019, Poznan, Poland, June 26-29, 2019, Proceedings. Springer, 2019, 93-103.
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  • Shared Decision-Making Ontology for a Healthcare Team Executing a Workflow, an Instantiation for Metastatic Spinal Cord Compression Management
    E. Parimbelli, Sz. Wilk, S. Kingwell, P. Andreev, W. Michalowski
    in AMIA 2018 Annual Symposium Proceedings. 2018.
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  • Representing Drug Classes for Mitigating Concurrently Applied CPGs
    M. Michalowski, Sz. Wilk, W. Michalowski, M. Carrier
    in AMIA 2018 Annual Symposium Proceedings. 2018.
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  • Supporting Process Execution by Interdisciplinary Healthcare Teams: Middleware Design for IBM BPM
    N. Çatal, D. Amyot, W. Michalowski, M. Kezadri-Hamiaz, M. Baslyman, Sz. Wilk, R. Giffen
    in The 7th International Conference on Current and Future Trends of Information and Communication Technologies in Healthcare (ICTH 2017). Procedia Computer Science. Elsevier, 2017, 376-383.
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  • Using Constraint Logic Programming for the Verification of Customized Decision Models for Clinical Guidelines
    Sz. Wilk, A. Fux, M. Michalowski, M. Peleg, P. Soffer
    in A. ten Teije, Ch. Popow, J.H. Holmes, L. Sacchi (eds): Artificial Intelligence in Medicine, 16th Conference on Artificial Intelligence in Medicine, AIME 2017, Vienna, Austria, June 21-24, 2017, Proceedings. Springer, 2017, 37-47.
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  • A Data- and Expert-driven Decision Support Framework for Helping Patients Adhere to Therapy: Psychobehavioral Targets and Associated Interventions
    Sz. Wilk, D. O'Sullivan, M. Michalowski, S. Bonaccio, W. Michalowski, M. Peleg, M. Carrier
    in D. Riano, M. Peleg, R. Lenz, M. Reichert, K. Denecke, Y. Deng, T. Declerck, F. van Harmelen (eds): Proceedings of the International Joint Workshop on Knowledge Representation for Health Care, Process-Oriented Information Systems in Health Care, Extraction and Processing of Rich Semantics from Medical Texts (KR4HC-ProHealth-RichMedSem 2017). 2017, 53-66.
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  • AFGuide System to Support Personalized Management of Atrial Fibrillation
    M. Michalowski, W. Michalowski, D. O'Sullivan, Sz. Wilk, M. Carrier
    in AAAI Workshops; Workshops at the Thirty-First AAAI Conference on Artificial Intelligence. AAAI, 2017.
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  • Application of Preprocessing Methods to Imbalanced Clinical Data: An Experimental Study
    Sz. Wilk, J. Stefanowski, Sz. Wojciechowski, K.J. Farion, W. Michalowski
    in E. Piętka, P. Badura, J. Kawa, W. Wiecławek (eds): Information Technologies in Biomedicine. 5th International Conference, ITIB 2016 Kamień Śląski, Poland, June 20 - 22, 2016 Proceedings, Volume 1. Springer, 2016, 503-515.
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  • Aligning Interdisciplinary Healthcare Team Behavior with Workflow Execution: An Example of a Radical Prostatectomy Workflow
    Sz. Wilk, D. O'Sullivan, M. Kezadri-Hamiaz, C. Kuziemsky, D. Rosu, W. Michalowski, M. Fung-Kee-Fung
    in 2016 IEEE 29th International Symposium on Computer-Based Medical Systems (CBMS). IEEE, 2016, 112-117.
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  • Expanding a First-Order Logic Mitigation Framework to Handle Multimorbid Patient Preferences
    M. Michalowski, Sz. Wilk, D. Rosu, M. Kezadri, W. Michalowski, M. Carrier
    in AMIA 2015 Annual Symposium Proceedings. 2015, 895-904.
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  • A Framework for Modeling Workflow Execution by an Interdisciplinary Healthcare Team
    M. Kezadri-Hamiaz, D. Rosu, Sz. Wilk, C. Kuziemsky, W. Michalowski, M. Carrier
    in I.N. Sarkar, A. Georgiou, P. Mazzoncini de Azevedo Marques (eds): MEDINFO 2015. IOS Press, 2015, 1100.
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  • MET4: Supporting Workflow Execution for Interdisciplinary Healthcare Teams
    Sz. Wilk, D. Astaraky, W. Michalowski, D. Amyot, R. Li, C. Kuziemsky, P. Andreev
    in F. Fournier, J. Mendling (eds): Business Process Management Workshops. BPM 2014 International Workshops, Eindhoven, The Netherlands, September 7-8, 2014, Revised Papers. 2015, 40-52.
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  • Using First-Order Logic to Represent Clinical Practice Guidelines and to Mitigate Adverse Interactions
    Sz. Wilk, M. Michalowski, X. Tan, W. Michalowski
    in Knowledge Representation for Health Care. 6th International Workshop, KR4HC 2014, held as part of the Vienna Summer of Logic, VSL 2014, Vienna, Austria, July 21, 2014. Revised Selected Papers. 2014, 45-61.
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  • First-Order Logic Theory for Manipulating Clinical Practice Guidelines Applied to Comorbid Patients: A Case Study
    M. Michalowski, Sz. Wilk, X. Tan, W. Michalowski
    in AMIA 2014 Annual Symposium Proceedings. 2014, 892-898.
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  • A Framework for Incorporating Patient Preferences to Deliver Participatory Medicine via Interdisciplinary Healthcare Teams
    C. Kuziemsky, D. Astaraky, Sz. Wilk, W. Michalowski, P. Andreev
    in AMIA 2014 Annual Symposium Proceedings. 2014, 835-844.
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  • A Multiagent System to Support an Interdisciplinary Healthcare Team: A Case Study of Clinical Obesity Management in Children
    D. Astaraky, Sz. Wilk, W. Michalowski, P. Andreev, C. Kuziemsky, S. Hadjiyannakis
    in Proceedings of the VIII Workshop on Agents Applied in Health Care. 2013, 69-80.
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  • Using Constraint Logic Programming to Implement Iterative Actions and Numerical Measures During Mitigation of Concurrently Applied Clinical Practice Guidelines
    M. Michalowski, Sz. Wilk, W. Michalowski, D. Lin, K. Farion, S. Mohapatra
    in N. Peek, R.M. Morales, M. Peleg (eds): Artificial Intelligence in Medicine. 14th Conference on Artificial Intelligence in Medicine, AIME 2013, Murcia, Spain, May/June 2013, Proceedings. Springer, 2013, 17-22.
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  • Discovering the Preferences of Physicians with Regards to Rank-Ordered Medical Documents
    D. O'Sullivan, Sz. Wilk, W. Michalowski, R. Słowiński, R. Thomas, K. Farion
    in S. Greco, N. Bouchon-Meunier, G. Coletti, M. Fedrizzi, B. Matarazzo, R.R. Yager (eds): Advances in Computational Intelligence. 14th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, IPMU 2012, Catania, Italy, July 9-13, 2012, Proceedings, Part III. Springer, 2012, 142-150.
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  • Application of Activity Theory to Elicitation of User Requirements for a Computerized Clinical Practice Guideline: The ActCPG Conceptual Framework
    P. Andreev, W. Michalowski, C. Kuziemsky, S. Hadjiyannakis
    in Proceedings of the 20th European Conference on information Systems (ECIS). 2012.
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  • Assessing the Motivation of MDs to use Computer-based Support at the Point-of-Care in the Emergency Department
    D. O'Sullivan, J. Doyle, W. Michalowski, Sz. Wilk, K. Farion, C. Kuziemsky
    in AMIA 2011 Annual Symposium Proceedings. Improving Health: Informatics and IT Changing the World. 2011, 1045-1054.
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  • Reconciling Pairs of Concurrently Used Clinical Practice Guidelines Using Constraint Logic Programming
    Sz. Wilk, M. Michalowski, W. Michalowski, M. Mainegra Hing, K. Farion
    in AMIA 2011 Annual Symposium Proceedings. Improving Health: Informatics and IT Changing the World. 2011, 944-953.
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  • A Constraint Logic Programming Approach to Identifying Inconsistencies in Clinical Practice Guidelines for Patients with Comorbidity
    M. Michalowski, M. Mainegra Hing, Sz. Wilk, W. Michalowski, K. Farion
    in M. Peleg, N. Lavrac, C. Combi (eds): Artificial Intelligence in Medicine. 13th Conference on Artificial Intelligence in Medicine, AIME 2011, Bled, Slovenia, July 2-6, 2011, Proceedings. Springer, 2011, 296-301.
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  • Reconciliation of Concurrently Applied Clinical Practice Guidelines Using Constraint Logic Programming
    Sz. Wilk, M. Michalowski, M.M. Hing, W. Michalowski, K. Farion
    in Proceedings of the 6th International Symposium on Health Informatics and Bioinformatics, (HIBIT 2011). 2011, 138-144.
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  • Identifying Inconsistencies in Multiple Clinical Practice Guidelines for a Patient With Co-morbidity
    M.M. Hing, M. Michalowski, Sz. Wilk, W. Michalowski, K. Farion
    in 2010 IEEE International Conference on Bioinformatics and Biomedicine Workshops. IEEE, 2010, 447-452.
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  • MET3-AE System to Support Management of Pediatric Asthma Exacerbation in the Emergency Department
    Sz. Wilk, W. Michalowski, K. Farion, J. Sayyad Shirabad
    in C. Safran, S. Reti, H.F. Martin (eds): MEDINFO 2010. IOS Press, 2010, 841-845.
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  • Experienced Physicians and Automatic Generation of Decision Rules from Clinical Data
    W. Klement, Sz. Wilk, M. Michalowski, K. Farion
    in M. Szczuka, M. Kryszkiewicz, S. Ramanna, R. Jensen, Q. Hu (eds): Rough Sets and Current Trends in Computing. 7th International Conference, RSCTC 2010, Warsaw, Poland, June 2010. Proceedings. Springer, 2010, 207-216.
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  • MET3: An Integrative Open Source Based Multiagent Clinical Decision Support System
    J. Sayyad-Shirabad, Sz. Wilk, W. Michalowski, K. Farion
    in Intelligent Decision Making Systems. Proceedings of the 4th International ISKE Conference. World Scientific, 2009, 319-325.
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  • A Constraint Satisfaction Approach to Data-Driven Implementation of Clinical Practice Guidelines
    C. Kuziemsky, D. O'Sullivan, W. Michalowski, K. Farion, Sz. Wilk
    in J. Suermondt (ed.): AMIA 2008 Annual Symposium Proceedings. Biomedical and Health Informatics: From Foundations to Applications to Policy (CD-ROM). Omnipress, 2008, 540-544.
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  • Engineering of a Clinical Decision Support Framework for the Point of Care Use
    Sz. Wilk, W. Michalowski, D. O'Sullivan, K. Farion, S. Matwin
    in J. Suermondt (ed.): AMIA 2008 Annual Symposium Proceedings. Biomedical and Health Informatics: From Foundations to Applications to Policy (CD-ROM). Omnipress, 2008, 814-818.
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  • Using Secondary Knowledge to Support Decision Tree Classification of Retrospective Clinical Data
    D. O'Sullivan, W. Elazmeh, Sz. Wilk, K. Farion, S. Matwin, W. Michalowski, W. Sehatkar
    in Z. Ras, S. Tsumoto, D. Zighed (eds): Mining Complex Data. ECML/PKDD 2007 Third International Workshop, MCD 2007, Warsaw, Poland, September 17-21, 2007, Revised Selected Papers. Springer, 2008, 238-251.
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  • A Concept-Based Framework for Retrieving Evidence to Support Emergency Physician Decision Making at the Point of Care
    D. O'Sullivan, K. Farion, S. Matwin, W. Michalowski, Sz. Wilk
    in D. Riaño (ed.): Knowledge Management for Health Care Procedures. From Knowledge to Global Care, AIME 2007 Workshop K4CARE 2007, Amsterdam, The Netherlands, July 7, 2007, Revised Selected Papers. Springer, 2008, 117-126.
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  • Developing a Decision Model for Asthma Exacerbations: Combining Rough Sets and Expert-driven Selection of Clinical Attributes
    K. Farion, W. Michalowski, Sz. Wilk
    in S. Tsumoto, S. Greco, Y. Hata, S. Hirano, M. Inuiguchi, S. Miyamoto, H.S. Nguyen, R. Slowinski (eds): Rough Sets and Current Trends in Computing. 5th International Conference, RSCTC 2006, Kobe, Japan, November 6-8, 2006, Proceedings. Springer, 2006, 428-437.
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  • Bayesian Belief Network Model of the Radical Prostatectomy Pathway
    W. Michalowski, Sz. Wilk, A. Thijssen, M. Li
    in R. H. Sprague Jr. (ed.): Proceedings of the 39th Annual Hawaii International Conference on System Sciences, Kauai, USA, January 4-7, 2006 (CD-ROM). IEEE Computer Society, 2006, 92a.
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  • Mining Clinical Data: Selecting Decision Support Algorithm for the MET-AP System
    J. Blaszczynski, K. Farion, W. Michalowski, Sz. Wilk, S. Rubin, D. Weiss
    in S. Miksch, J. Hunter, E. Keravnou (eds): Artificial Intelligence in Medicine. 10th Conference on Artificial Intelligence in Medicine, AIME 2005, Aberdeen, UK, July 23-27, 2005, Proceedings. Springer, 2005, 429-433.
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  • Mobile Emergency Triage: Lessons from a Clinical Trial
    W. Michalowski, R. Slowinski, Sz. Wilk, K. Farion
    in J. E. Kendall (ed.): 35th Annual Meeting of the Decision Sciences Institute, Boston, MA, November 20-23, 2004, Conference Proceedings (CD-ROM). 2004, 6601-6606.
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  • Rough Set Methodology in Clinical Practice: Controlled Hospital Trial of the MET System
    K. Farion, W. Michalowski, R. Slowinski, Sz. Wilk, S. Rubin
    in S. Tsumoto, R. Slowinski, J. Komorowski, J. Grzymala-Busse (eds): Rough Sets and Current Trends in Computing. 4th International Conference, RSCTC 2004, Uppsala, Sweden, June 1-5, 2004, Proceedings. Springer, 2004, 805-814.
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  • Triage of Acute Abdominal Pain in Childhood: Clinical Use of a Palm Handheld in a Pediatric Emergency Department
    W. Michalowski, S. Rubin, R. Slowinski, Sz. Wilk
    in R. H. Sprague Jr. (ed.): Proceedings of the 37th Annual Hawaii International Conference on System Sciences, Big Island, USA, January 5-8, 2004 (CD-ROM). IEEE Computer Society, 2004, 60161a.
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  • Tele-triage of Child with Abdominal Pain Using the Internet-based Decision Support System
    W. Michalowski, S. Rubin, R. Slowinski, Sz. Wilk
    in PIONIER 2001 - Polish Optical Internet: Technologies, Services, Applications, Poznan, Poland, April 24-27, 2001, Conference Proceedings. Poznan University of Technology, 2001, 225-232.
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  • Computer-assisted Triage of Abdominal Pain in Childhood: A Suggested Clinical Algorithm
    S. Rubin, W. Michalowski, R. Slowinski, Sz. Wilk
    in J. Anderson, M. Katzper (eds): Simulation in the Health and Medical Sciences, Proceedings of the 2001 Western Multiconference, Phoenix, AZ, San Diego, CA, January 7-11, 2001. Society for Computer Simulation International, 2001.
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