Wojtek Michalowski

Publication Activity (10 Years)

Years Active: 1987-2024
Publications (10 Years): 38

Top Topics

Decision Support

Workflow Execution

Top Venues

J. Biomed. Informatics

Artif. Intell. Medicine

Publications

Pouya Khodaee, Herna L. Viktor, Wojtek Michalowski
Knowledge transfer in lifelong machine learning: a systematic literature review. Artif. Intell. Rev. 57 (8) (2024)
Martin Michalowski, Szymon Wilk, Wojtek Michalowski, Malvika Rao, Marc Carrier
Provision and evaluation of explanations within an automated planning-based approach to solving the multimorbidity problem. J. Biomed. Informatics 156 (2024)
Martin Michalowski, Szymon Wilk, Jenny M. Bauer, Marc Carrier, Aurelien Delluc, Grégoire Le Gal, Tzu-Fei Wang, Deborah Siegal, Wojtek Michalowski
Manually-Curated Versus LLM-Generated Explanations for Complex Patient Cases: An Exploratory Study with Physicians. AIME (2) (2024)
Mohammed Awal Kassim, Herna L. Viktor, Wojtek Michalowski
Multi-Label Lifelong Machine Learning: A Scoping Review of Algorithms, Techniques, and Applications. IEEE Access 12 (2024)
William Van Woensel, Samson W. Tu, Wojtek Michalowski, Syed Sibte Raza Abidi, Samina Abidi, José Ramón Alonso, Alessio Bottrighi, Marc Carrier, Ruth Edry, Irit Hochberg, Malvika Rao, Stephen P. Kingwell, Alexandra Kogan, Mar Marcos, Begoña Martínez-Salvador, Martin Michalowski, Luca Piovesan, David Riaño, Paolo Terenziani, Szymon Wilk, Mor Peleg
A community-of-practice-based evaluation methodology for knowledge intensive computational methods and its application to multimorbidity decision support. J. Biomed. Informatics 142 (2023)
Martin Michalowski, Malvika Rao, Szymon Wilk, Wojtek Michalowski, Marc Carrier
Using graph rewriting to operationalize medical knowledge for the revision of concurrently applied clinical practice guidelines. Artif. Intell. Medicine 140 (2023)
Enea Parimbelli, Tommaso Mario Buonocore, Giovanna Nicora, Wojtek Michalowski, Szymon Wilk, Riccardo Bellazzi
Why did AI get this one wrong? - Tree-based explanations of machine learning model predictions. Artif. Intell. Medicine 135 (2023)
Eric Paquet, Herna L. Viktor, Wojtek Michalowski, Gabriel St-Pierre Lemieux
ProVolOne - Protein Volume Prediction Using a Multi-attention, Multi-resolution Deep Neural Network and Finite Element Analysis. LOD (1) (2023)
Anna Labijak-Kowalska, Milosz Kadzinski, Inga Spychala, Luis C. Dias, Javier Fiallos, Jonathan Patrick, Wojtek Michalowski, Ken Farion
Performance evaluation of emergency department physicians using robust value-based additive efficiency model. Int. Trans. Oper. Res. 30 (1) (2023)
Gabriel St-Pierre Lemieux, Eric Paquet, Herna L. Viktor, Wojtek Michalowski
Geometric Deep Learning for Protein-Protein Interaction Predictions. IEEE Access 10 (2022)
Malvika Rao, Martin Michalowski, Szymon Wilk, Wojtek Michalowski, Amanda Coles, Marc Carrier
Towards an AI Planning-Based Pipeline for the Management of Multimorbid Patients. AIME (2022)
Junzheng Wu, Eric Paquet, Herna L. Viktor, Wojtek Michalowski
Adapting to Complexity: Deep Learnable Architecture for Protein-protein Interaction Predictions. LOD (1) (2022)
Sabrina Azzi, Wojtek Michalowski, Michal Iglewski
Developing a pneumonia diagnosis ontology from multiple knowledge sources. Health Informatics J. 28 (2) (2022)
Mir Kamyar Ziabari, Daniel Amyot, Wojtek Michalowski, El Mostafa Bouattane, Nassoh Hafez
Creating Mobile Self-Triage Applications: Requirements and Usability Perspectives. RE Workshops (2021)
Junzheng Wu, Eric Paquet, Herna L. Viktor, Wojtek Michalowski
Paying Attention: Using a Siamese Pyramid Network for the Prediction of Protein-Protein Interactions with Folding and Self-Binding Primary Sequences. IJCNN (2021)
Martin Michalowski, Szymon Wilk, Wojtek Michalowski, Marc Carrier
MitPlan: A planning approach to mitigating concurrently applied clinical practice guidelines. Artif. Intell. Medicine 112 (2021)
Martin Michalowski, Malvika Rao, Szymon Wilk, Wojtek Michalowski, Marc Carrier
MitPlan 2.0: Enhanced Support for Multi-morbid Patient Management Using Planning. AIME (2021)
Enea Parimbelli, Giovanna Nicora, Szymon Wilk, Wojtek Michalowski, Riccardo Bellazzi
Tree-based local explanations of machine learning model predictions, AraucanaXAI. CoRR (2021)
Dympna O'Sullivan, William Van Woensel, Szymon Wilk, Samson W. Tu, Wojtek Michalowski, Samina Abidi, Marc Carrier, Ruth Edry, Irit Hochberg, Stephen P. Kingwell, Alexandra Kogan, Martin Michalowski, Hugh O'Sullivan, Mor Peleg
Towards a framework for comparing functionalities of multimorbidity clinical decision support: A literature-based feature set and benchmark cases. AMIA (2021)
Parsa Vafaie, Herna L. Viktor, Eric Paquet, Wojtek Michalowski
Online Semi-supervised Learning from Evolving Data Streams with Meta-features and Deep Reinforcement Learning. LOD (2021)
Szymon Wilk, Mounira Kezadri-Hamiaz, Daniel Amyot, Wojtek Michalowski, Craig E. Kuziemsky, Nihan Çatal, Daniela Rosu, Marc Carrier, Randy Giffen
An ontology-driven framework to support the dynamic formation of an interdisciplinary healthcare team. Int. J. Medical Informatics 136 (2020)
Parsa Vafaie, Herna L. Viktor, Wojtek Michalowski
Multi-class imbalanced semi-supervised learning from streams through online ensembles. ICDM (Workshops) (2020)
Ahmet Kandakoglu, Antoine Sauré, Wojtek Michalowski, Michael Aquino, Janet Graham, Brendan McCormick
A decision support system for home dialysis visit scheduling and nurse routing. Decis. Support Syst. 130 (2020)
Jonathan Patrick, Amine Montazeri, Wojtek Michalowski, Diponkar Banerjee
Automated Pathologist Scheduling at The Ottawa Hospital. INFORMS J. Appl. Anal. 49 (2) (2019)
Martin Michalowski, Szymon Wilk, Wojtek Michalowski, Marc Carrier
MitPlan: A Planning Approach to Mitigating Concurrently Applied Clinical Practice Guidelines. AIME (2019)
Lysanne Lessard, Antoine Sauré, Agnes Grudniewicz, William Gardner, James King, Wojtek Michalowski, David Murphy, Kathleen Pajer, Elyse Schipper, Sinthuja Suntharalingam, Raphaël Ménard-Grenier, Michael Cheng
Data Requirements for a Patient-Centered Learning Health System. AMIA (2019)
Enea Parimbelli, Szymon Wilk, Dympna O'Sullivan, Stephen P. Kingwell, Wojtek Michalowski, Martin Michalowski
How Do Spinal Surgeons Perceive The Impact of Factors Used in Post-Surgical Complication Risk Scores? AMIA (2019)
Enea Parimbelli, Szymon Wilk, Stephen P. Kingwell, Pavel Andreev, Wojtek Michalowski
Shared Decision-Making Ontology for a Healthcare Team Executing a Workflow, an Instantiation for Metastatic Spinal Cord Compression Management. AMIA (2018)
Martin Michalowski, Szymon Wilk, Wojtek Michalowski, Marc Carrier
Representing Drug Classes for Mitigating Concurrently Applied CPGs. AMIA (2018)
Mor Peleg, Wojtek Michalowski, Szymon Wilk, Enea Parimbelli, Silvia Bonaccio, Dympna O'Sullivan, Martin Michalowski, Silvana Quaglini, Marc Carrier
Ideating Mobile Health Behavioral Support for Compliance to Therapy for Patients with Chronic Disease: A Case Study of Atrial Fibrillation Management. J. Medical Syst. 42 (11) (2018)
Gursimran Singh Chandhoke, Ajaydeep Singh Grewal, Venus Pathak, Simrandeep Singh, Mir Kamyar Ziabari, Daniel Amyot, Hussein T. Mouftah, Wojtek Michalowski, Michael Fung Kee Fung, Jennifer Smylie, Salome Shin
A Virtual Patient Navigation Application for Lung Cancer Assessment Patients. MCETECH (2017)
Martin Michalowski, Wojtek Michalowski, Szymon Wilk, Dympna O'Sullivan, Marc Carrier
AFGuide System to Support Personalized Management of Atrial Fibrillation. AAAI Workshops (2017)
Szymon Wilk, Martin Michalowski, Wojtek Michalowski, Daniela Rosu, Marc Carrier, Mounira Kezadri-Hamiaz
Comprehensive mitigation framework for concurrent application of multiple clinical practice guidelines. J. Biomed. Informatics 66 (2017)
Nihan Çatal, Daniel Amyot, Wojtek Michalowski, Mounira Kezadri-Hamiaz, Malak Baslyman, Szymon Wilk, Randy Giffen
Supporting process execution by interdisciplinary healthcare teams: Middleware design for IBM BPM. EUSPN/ICTH (2017)
Szymon Wilk, Dympna O'Sullivan, Mounira Kezadri-Hamiaz, Craig E. Kuziemsky, Daniela Rosu, Wojtek Michalowski, Michael Fung Kee Fung
Aligning Interdisciplinary Healthcare Team Behavior with Workflow Execution: An Example of a Radical Prostatectomy Workflow. CBMS (2016)
Szymon Wilk, Mounira Kezadri-Hamiaz, Daniela Rosu, Craig E. Kuziemsky, Wojtek Michalowski, Daniel Amyot, Marc Carrier
Using Semantic Components to Represent Dynamics of an Interdisciplinary Healthcare Team in a Multi-Agent Decision Support System. J. Medical Syst. 40 (2) (2016)
Szymon Wilk, Jerzy Stefanowski, Szymon Wojciechowski, Ken J. Farion, Wojtek Michalowski
Application of Preprocessing Methods to Imbalanced Clinical Data: An Experimental Study. ITIB (1) (2016)
Lysanne Lessard, Wojtek Michalowski, Wei Chen Li, Fawaz Halwani, Daniel Amyot, Diponkar Banerjee
Predictive Analytics to Support Real-Time Management in Pathology Facilities. AMIA (2016)
Amine Montazeri, Jonathan Patrick, Wojtek Michalowski, Diponkar Banerjee
Developing the Pathologists' Monthly Assignment Schedule: A Case Study at the Division of Anatomical Pathology of The Ottawa Hospital. AMIA (2015)
Mounira Kezadri-Hamiaz, Daniela Rosu, Szymon Wilk, Craig E. Kuziemsky, Wojtek Michalowski, Marc Carrier
A Framework for Modeling Workflow Execution by an Interdisciplinary Healthcare Team. MedInfo (2015)
Martin Michalowski, Szymon Wilk, Daniela Rosu, Mounira Kezadri, Wojtek Michalowski, Marc Carrier
Expanding a First-Order Logic Mitigation Framework to Handle Multimorbid Patient Preferences. AMIA (2015)
Szymon Wilk, Martin Michalowski, Xing Tan, Wojtek Michalowski
Using First-Order Logic to Represent Clinical Practice Guidelines and to Mitigate Adverse Interactions. KR4HC@VSL (2014)
Craig E. Kuziemsky, Davood Astaraky, Szymon Wilk, Wojtek Michalowski, Pavel Andreev
A Framework for Incorporating Patient Preferences to Deliver Participatory Medicine via Interdisciplinary Healthcare Teams. AMIA (2014)
Szymon Wilk, Davood Astaraky, Wojtek Michalowski, Daniel Amyot, Runzhuo Li, Craig E. Kuziemsky, Pavel Andreev
MET4: Supporting Workflow Execution for Interdisciplinary Healthcare Teams. Business Process Management Workshops (2014)
Martin Michalowski, Szymon Wilk, Xing Tan, Wojtek Michalowski
First-Order Logic Theory for Manipulating Clinical Practice Guidelines Applied to Comorbid Patients: A Case Study. AMIA (2014)
Martin Michalowski, Szymon Wilk, Wojtek Michalowski, Xing Tan, Daniela Rosu
Using First-Order Logic to Represent Clinical Practice Guidelines and to Mitigate Adverse Interactions. AAAI Fall Symposia (2014)
Dympna O'Sullivan, Szymon Wilk, Wojtek Michalowski, Ken Farion
Using PICO to Align Medical Evidence with MDs Decision Making Models. MedInfo (2013)
Szymon Wilk, Martin Michalowski, Wojtek Michalowski, Ken Farion, Di Lin, Marisela Mainegra Hing, Subhra Mohapatra
Clinical Practice Guidelines and Comorbid Diseases: A MiniZinc Representation of Guideline Models for Mitigating Adverse Interactions. MedInfo (2013)
Martin Michalowski, Szymon Wilk, Wojtek Michalowski, Di Lin, Ken Farion, Subhra Mohapatra
Using Constraint Logic Programming to Implement Iterative Actions and Numerical Measures during Mitigation of Concurrently Applied Clinical Practice Guidelines. AIME (2013)
Szymon Wilk, Wojtek Michalowski, Martin Michalowski, Ken Farion, Marisela Mainegra Hing, Subhra Mohapatra
Mitigation of adverse interactions in pairs of clinical practice guidelines using constraint logic programming. J. Biomed. Informatics 46 (2) (2013)
Javier Fiallos, Ken Farion, Wojtek Michalowski, Jonathan Patrick
Evaluating Emergency Physicians: Data Envelopment Analysis Approach. AMIA (2013)
Wojtek Michalowski, Hannele Wallenius
Special section on behavioral considerations in developing and applying operations research models. Ann. Oper. Res. 211 (1) (2013)
William Klement, Szymon Wilk, Wojtek Michalowski, Ken Farion, Martin H. Osmond, Vedat Verter
Predicting the need for CT imaging in children with minor head injury using an ensemble of Naive Bayes classifiers. Artif. Intell. Medicine 54 (3) (2012)
Dympna O'Sullivan, Szymon Wilk, Wojtek Michalowski, Roman Slowinski, Roland Thomas, Ken Farion
Discovering the Preferences of Physicians with Regards to Rank-Ordered Medical Documents. IPMU (3) (2012)
Jelber Sayyad-Shirabad, Szymon Wilk, Wojtek Michalowski, Ken Farion
Implementing an Integrative Multi-agent Clinical Decision Support System with Open Source Software. J. Medical Syst. 36 (1) (2012)
Pavel Andreev, Wojtek Michalowski, Craig E. Kuziemsky, Stasia Hadjiyannakis
Application of Activity Theory to Elicitation of User Requirements for a Computerized Clinical Practice Guideline: the Actcpg Conceptual Framework. ECIS (2012)
Martin Michalowski, Marisela Mainegra Hing, Szymon Wilk, Wojtek Michalowski, Ken Farion
A Constraint Logic Programming Approach to Identifying Inconsistencies in Clinical Practice Guidelines for Patients with Comorbidity. AIME (2011)
William Klement, Szymon Wilk, Wojtek Michalowski, Stan Matwin
Classifying Severely Imbalanced Data. Canadian Conference on AI (2011)
Szymon Wilk, Wojtek Michalowski, Ken Farion, Jelber Sayyad-Shirabad
MET3-AE System to Support Management of Pediatric Asthma Exacerbation in the Emergency Department. MedInfo (2010)
Marisela Mainegra Hing, Martin Michalowski, Szymon Wilk, Wojtek Michalowski, Ken Farion
Identifying inconsistencies in multiple clinical practice guidelines for a patient with co-morbidity. BIBM Workshops (2010)
Ken Farion, Wojtek Michalowski, Szymon Wilk, Dympna O'Sullivan, Stan Matwin
A Tree-Based Decision Model to Support Prediction of the Severity of Asthma Exacerbations in Children. J. Medical Syst. 34 (4) (2010)
Dympna O'Sullivan, Wojtek Michalowski, Martin Michalowski, Szymon Wilk, Ken Farion
Representing clinical documents to support automatic retrieval of evidence from the Cochrane Library. BIBM Workshops (2010)
Dympna O'Sullivan, Szymon Wilk, Wojtek Michalowski, Ken Farion
Automatic indexing and retrieval of encounter-specific evidence for point-of-care support. J. Biomed. Informatics 43 (4) (2010)
Michael J. Hine, Ken Farion, Wojtek Michalowski, Szymon Wilk
Decision Making by Emergency Room Physicians and Residents: Implications for the Design of Clinical Decision Support Systems. Int. J. Heal. Inf. Syst. Informatics 4 (2) (2009)
Ken Farion, Wojtek Michalowski, Steven Rubin, Szymon Wilk, Rhonda Correll, Isabelle Gaboury
Prospective evaluation of the MET-AP system providing triage plans for acute pediatric abdominal pain. Int. J. Medical Informatics 77 (3) (2008)
Szymon Wilk, Wojtek Michalowski, Dympna O'Sullivan, Ken Farion, Stan Matwin
Engineering of a Clinical Decision Support Framework for the Point of Care Use. AMIA (2008)
Craig E. Kuziemsky, Dympna O'Sullivan, Wojtek Michalowski, Szymon Wilk, Ken Farion
A Constraint Satisfaction Approach to Data-Driven Implementation of Clinical Practice Guidelines. AMIA (2008)
Wojtek Michalowski, Marta Kersten, Szymon Wilk, Roman Slowinski
Designing man-machine interactions for mobile clinical systems: MET triage support using Palm handhelds. Eur. J. Oper. Res. 177 (3) (2007)
Dympna O'Sullivan, Ken Farion, Stan Matwin, Wojtek Michalowski, Szymon Wilk
A Concept-Based Framework for Retrieving Evidence to Support Emergency Physician Decision Making at the Point of Care. K4CARE (2007)
Dympna O'Sullivan, William Elazmeh, Szymon Wilk, Ken Farion, Stan Matwin, Wojtek Michalowski, Morvarid Sehatkar
Using Secondary Knowledge to Support Decision Tree Classification of Retrospective Clinical Data. MCD (2007)
Wojtek Michalowski, Szymon Wilk, Anthony Thijssen, Mingmei Li
Bayesian Belief Network Model of the Radical Prostatectomy Pathway. HICSS (2006)
Ken Farion, Michael J. Hine, Wojtek Michalowski, Szymon Wilk
Decision Making by Emergency Room Physicians and Residents: Results From a Clinical Trial. AMCIS (2006)
Ken Farion, Wojtek Michalowski, Szymon Wilk
Developing a Decision Model for Asthma Exacerbations: Combining Rough Sets and Expert-Driven Selection of Clinical Attributes. RSCTC (2006)
Jerzy Blaszczynski, Ken Farion, Wojtek Michalowski, Szymon Wilk, Steven Rubin, Dawid Weiss
Mining Clinical Data: Selecting Decision Support Algorithm for the MET-AP System. AIME (2005)
Szymon Wilk, Roman Slowinski, Wojtek Michalowski, Salvatore Greco
Supporting triage of children with abdominal pain in the emergency room. Eur. J. Oper. Res. 160 (3) (2005)
Ken Farion, Wojtek Michalowski, Roman Slowinski, Szymon Wilk, Steven Rubin
Rough Set Methodology in Clinical Practice: Controlled Hospital Trial of the MET System. Rough Sets and Current Trends in Computing (2004)
Wojtek Michalowski, Steven Rubin, Roman Slowinski, Szymon Wilk
Triage of Acute Abdominal Pain in Childhood: Clinical Use of a Palm Handheld in a Pediatric Emergency Department. HICSS (2004)
Wojtek Michalowski, Roman Slowinski, Szymon Wilk
Mobile Emergency Triage Support System. AAAI (2004)
Wojtek Michalowski, Steven Rubin, Roman Slowinski, Szymon Wilk
Mobile clinical support system for pediatric emergencies. Decis. Support Syst. 36 (2) (2003)
Esra Köktener Karasakal, Wojtek Michalowski
Incorporating wealth information into a multiple criteria decision making model. Eur. J. Oper. Res. 150 (1) (2003)
Ignacy Kaliszewski, Wojtek Michalowski
Searching for psychologically stable solutions of multiple criteria decision problems. Eur. J. Oper. Res. 118 (3) (1999)
Wojtek Michalowski, Tomasz Szapiro
A Bi-Reference Procedure for Interactive Multiple Criteria Programming. Oper. Res. 40 (2) (1992)
Stan Matwin, Stan Szpakowicz, Zbig Koperczak, Gregory E. Kersten, Wojtek Michalowski
Negoplan: an expert system shell for negotiation support. IEEE Expert 4 (4) (1989)
Wojtek Michalowski, Tomasz Szapiro
A procedure for worst outcomes displacement in multiple criteria decision making. Comput. Oper. Res. 16 (3) (1989)
Wojtek Michalowski
Use of the displaced worst compromise in interactive multiobjective programming. IEEE Trans. Syst. Man Cybern. 18 (3) (1988)
Stan Matwin, Stan Szpakowicz, Gregory E. Kersten, Wojtek Michalowski, Zbig Koperczak
A Logic-Based Tools for Negotiation Support. SLP (1987)