Wojtek Michalowski

Orcid: 0000-0002-9198-6439

According to our database1, Wojtek Michalowski authored at least 87 papers between 1987 and 2024.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of four.

Timeline

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Bibliography

2024
Decision threshold models in medical decision making: a scoping literature review.
BMC Medical Informatics Decis. Mak., December, 2024

Knowledge transfer in lifelong machine learning: a systematic literature review.
Artif. Intell. Rev., August, 2024

Provision and evaluation of explanations within an automated planning-based approach to solving the multimorbidity problem.
J. Biomed. Informatics, 2024

Multi-Label Lifelong Machine Learning: A Scoping Review of Algorithms, Techniques, and Applications.
IEEE Access, 2024

Manually-Curated Versus LLM-Generated Explanations for Complex Patient Cases: An Exploratory Study with Physicians.
Proceedings of the Artificial Intelligence in Medicine - 22nd International Conference, 2024

2023
A community-of-practice-based evaluation methodology for knowledge intensive computational methods and its application to multimorbidity decision support.
J. Biomed. Informatics, June, 2023

Why did AI get this one wrong? - Tree-based explanations of machine learning model predictions.
Artif. Intell. Medicine, January, 2023

Performance evaluation of emergency department physicians using robust value-based additive efficiency model.
Int. Trans. Oper. Res., 2023

Using graph rewriting to operationalize medical knowledge for the revision of concurrently applied clinical practice guidelines.
Artif. Intell. Medicine, 2023

ProVolOne - Protein Volume Prediction Using a Multi-attention, Multi-resolution Deep Neural Network and Finite Element Analysis.
Proceedings of the Machine Learning, Optimization, and Data Science, 2023

2022
Developing a pneumonia diagnosis ontology from multiple knowledge sources.
Health Informatics J., 2022

Geometric Deep Learning for Protein-Protein Interaction Predictions.
IEEE Access, 2022

Adapting to Complexity: Deep Learnable Architecture for Protein-protein Interaction Predictions.
Proceedings of the Machine Learning, Optimization, and Data Science, 2022

Towards an AI Planning-Based Pipeline for the Management of Multimorbid Patients.
Proceedings of the Artificial Intelligence in Medicine, 2022

2021
Supplement to Creating Mobile Self-Triage Applications: Requirements and Usability Perspectives.
Dataset, August, 2021

Tree-based local explanations of machine learning model predictions, AraucanaXAI.
CoRR, 2021

MitPlan: A planning approach to mitigating concurrently applied clinical practice guidelines.
Artif. Intell. Medicine, 2021

Creating Mobile Self-Triage Applications: Requirements and Usability Perspectives.
Proceedings of the 29th IEEE International Requirements Engineering Conference Workshops, 2021

Online Semi-supervised Learning from Evolving Data Streams with Meta-features and Deep Reinforcement Learning.
Proceedings of the Machine Learning, Optimization, and Data Science, 2021

Paying Attention: Using a Siamese Pyramid Network for the Prediction of Protein-Protein Interactions with Folding and Self-Binding Primary Sequences.
Proceedings of the International Joint Conference on Neural Networks, 2021

Towards a framework for comparing functionalities of multimorbidity clinical decision support: A literature-based feature set and benchmark cases.
Proceedings of the AMIA 2021, American Medical Informatics Association Annual Symposium, San Diego, CA, USA, October 30, 2021, 2021

MitPlan 2.0: Enhanced Support for Multi-morbid Patient Management Using Planning.
Proceedings of the Artificial Intelligence in Medicine, 2021

2020
An ontology-driven framework to support the dynamic formation of an interdisciplinary healthcare team.
Int. J. Medical Informatics, 2020

A decision support system for home dialysis visit scheduling and nurse routing.
Decis. Support Syst., 2020

Multi-class imbalanced semi-supervised learning from streams through online ensembles.
Proceedings of the 20th International Conference on Data Mining Workshops, 2020

2019
Automated Pathologist Scheduling at The Ottawa Hospital.
INFORMS J. Appl. Anal., 2019

How Do Spinal Surgeons Perceive The Impact of Factors Used in Post-Surgical Complication Risk Scores?
Proceedings of the AMIA 2019, 2019


2018
Ideating Mobile Health Behavioral Support for Compliance to Therapy for Patients with Chronic Disease: A Case Study of Atrial Fibrillation Management.
J. Medical Syst., 2018

Shared Decision-Making Ontology for a Healthcare Team Executing a Workflow, an Instantiation for Metastatic Spinal Cord Compression Management.
Proceedings of the AMIA 2018, 2018

Representing Drug Classes for Mitigating Concurrently Applied CPGs.
Proceedings of the AMIA 2018, 2018

2017
Comprehensive mitigation framework for concurrent application of multiple clinical practice guidelines.
J. Biomed. Informatics, 2017

A Virtual Patient Navigation Application for Lung Cancer Assessment Patients.
Proceedings of the E-Technologies: Embracing the Internet of Things, 2017

Supporting process execution by interdisciplinary healthcare teams: Middleware design for IBM BPM.
Proceedings of the 8th International Conference on Emerging Ubiquitous Systems and Pervasive Networks (EUSPN 2017) / The 7th International Conference on Current and Future Trends of Information and Communication Technologies in Healthcare (ICTH-2017) / Affiliated Workshops, 2017

AFGuide System to Support Personalized Management of Atrial Fibrillation.
Proceedings of the Workshops of the The Thirty-First AAAI Conference on Artificial Intelligence, 2017

2016
Using Semantic Components to Represent Dynamics of an Interdisciplinary Healthcare Team in a Multi-Agent Decision Support System.
J. Medical Syst., 2016

Application of Preprocessing Methods to Imbalanced Clinical Data: An Experimental Study.
Proceedings of the Information Technologies in Medicine - 5th International Conference, 2016

Aligning Interdisciplinary Healthcare Team Behavior with Workflow Execution: An Example of a Radical Prostatectomy Workflow.
Proceedings of the 29th IEEE International Symposium on Computer-Based Medical Systems, 2016

Predictive Analytics to Support Real-Time Management in Pathology Facilities.
Proceedings of the AMIA 2016, 2016

2015
A Framework for Modeling Workflow Execution by an Interdisciplinary Healthcare Team.
Proceedings of the MEDINFO 2015: eHealth-enabled Health, 2015

Developing the Pathologists' Monthly Assignment Schedule: A Case Study at the Division of Anatomical Pathology of The Ottawa Hospital.
Proceedings of the AMIA 2015, 2015

Expanding a First-Order Logic Mitigation Framework to Handle Multimorbid Patient Preferences.
Proceedings of the AMIA 2015, 2015

2014
Using First-Order Logic to Represent Clinical Practice Guidelines and to Mitigate Adverse Interactions.
Proceedings of the Knowledge Representation for Health Care - 6th International Workshop, 2014

MET4: Supporting Workflow Execution for Interdisciplinary Healthcare Teams.
Proceedings of the Business Process Management Workshops, 2014

First-Order Logic Theory for Manipulating Clinical Practice Guidelines Applied to Comorbid Patients: A Case Study.
Proceedings of the AMIA 2014, 2014

A Framework for Incorporating Patient Preferences to Deliver Participatory Medicine via Interdisciplinary Healthcare Teams.
Proceedings of the AMIA 2014, 2014

Using First-Order Logic to Represent Clinical Practice Guidelines and to Mitigate Adverse Interactions.
Proceedings of the 2014 AAAI Fall Symposia, Arlington, Virginia, USA, November 13-15, 2014, 2014

2013
Mitigation of adverse interactions in pairs of clinical practice guidelines using constraint logic programming.
J. Biomed. Informatics, 2013

Special section on behavioral considerations in developing and applying operations research models.
Ann. Oper. Res., 2013

Clinical Practice Guidelines and Comorbid Diseases: A MiniZinc Representation of Guideline Models for Mitigating Adverse Interactions.
Proceedings of the MEDINFO 2013, 2013

Using PICO to Align Medical Evidence with MDs Decision Making Models.
Proceedings of the MEDINFO 2013, 2013

Evaluating Emergency Physicians: Data Envelopment Analysis Approach.
Proceedings of the AMIA 2013, 2013

Using Constraint Logic Programming to Implement Iterative Actions and Numerical Measures during Mitigation of Concurrently Applied Clinical Practice Guidelines.
Proceedings of the Artificial Intelligence in Medicine, 2013

2012
Implementing an Integrative Multi-agent Clinical Decision Support System with Open Source Software.
J. Medical Syst., 2012

Predicting the need for CT imaging in children with minor head injury using an ensemble of Naive Bayes classifiers.
Artif. Intell. Medicine, 2012

Discovering the Preferences of Physicians with Regards to Rank-Ordered Medical Documents.
Proceedings of the Advances in Computational Intelligence, 2012

Application of Activity Theory to Elicitation of User Requirements for a Computerized Clinical Practice Guideline: the Actcpg Conceptual Framework.
Proceedings of the 20th European Conference on Information Systems, 2012

2011
A Constraint Logic Programming Approach to Identifying Inconsistencies in Clinical Practice Guidelines for Patients with Comorbidity.
Proceedings of the Artificial Intelligence in Medicine, 2011

Classifying Severely Imbalanced Data.
Proceedings of the Advances in Artificial Intelligence, 2011

2010
A Tree-Based Decision Model to Support Prediction of the Severity of Asthma Exacerbations in Children.
J. Medical Syst., 2010

Automatic indexing and retrieval of encounter-specific evidence for point-of-care support.
J. Biomed. Informatics, 2010

MET3-AE System to Support Management of Pediatric Asthma Exacerbation in the Emergency Department.
Proceedings of the MEDINFO 2010, 2010

Representing clinical documents to support automatic retrieval of evidence from the Cochrane Library.
Proceedings of the 2010 IEEE International Conference on Bioinformatics and Biomedicine Workshops, 2010

Identifying inconsistencies in multiple clinical practice guidelines for a patient with co-morbidity.
Proceedings of the 2010 IEEE International Conference on Bioinformatics and Biomedicine Workshops, 2010

2009
Decision Making by Emergency Room Physicians and Residents: Implications for the Design of Clinical Decision Support Systems.
Int. J. Heal. Inf. Syst. Informatics, 2009

2008
Prospective evaluation of the MET-AP system providing triage plans for acute pediatric abdominal pain.
Int. J. Medical Informatics, 2008

Engineering of a Clinical Decision Support Framework for the Point of Care Use.
Proceedings of the AMIA 2008, 2008

A Constraint Satisfaction Approach to Data-Driven Implementation of Clinical Practice Guidelines.
Proceedings of the AMIA 2008, 2008

2007
Designing man-machine interactions for mobile clinical systems: MET triage support using Palm handhelds.
Eur. J. Oper. Res., 2007

Using Secondary Knowledge to Support Decision Tree Classification of Retrospective Clinical Data.
Proceedings of the Mining Complex Data, ECML/PKDD 2007 Third International Workshop, 2007

A Concept-Based Framework for Retrieving Evidence to Support Emergency Physician Decision Making at the Point of Care.
Proceedings of the Knowledge Management for Health Care Procedures, 2007

2006
Developing a Decision Model for Asthma Exacerbations: Combining Rough Sets and Expert-Driven Selection of Clinical Attributes.
Proceedings of the Rough Sets and Current Trends in Computing, 2006

Bayesian Belief Network Model of the Radical Prostatectomy Pathway.
Proceedings of the 39th Hawaii International International Conference on Systems Science (HICSS-39 2006), 2006

Decision Making by Emergency Room Physicians and Residents: Results From a Clinical Trial.
Proceedings of the Connecting the Americas. 12th Americas Conference on Information Systems, 2006

2005
Supporting triage of children with abdominal pain in the emergency room.
Eur. J. Oper. Res., 2005

Mining Clinical Data: Selecting Decision Support Algorithm for the MET-AP System.
Proceedings of the Artificial Intelligence in Medicine, 2005

2004
Rough Set Methodology in Clinical Practice: Controlled Hospital Trial of the MET System.
Proceedings of the Rough Sets and Current Trends in Computing, 2004

Triage of Acute Abdominal Pain in Childhood: Clinical Use of a Palm Handheld in a Pediatric Emergency Department.
Proceedings of the 37th Hawaii International Conference on System Sciences (HICSS-37 2004), 2004

Mobile Emergency Triage Support System.
Proceedings of the Nineteenth National Conference on Artificial Intelligence, 2004

2003
Incorporating wealth information into a multiple criteria decision making model.
Eur. J. Oper. Res., 2003

Mobile clinical support system for pediatric emergencies.
Decis. Support Syst., 2003

1999
Searching for psychologically stable solutions of multiple criteria decision problems.
Eur. J. Oper. Res., 1999

1992
A Bi-Reference Procedure for Interactive Multiple Criteria Programming.
Oper. Res., 1992

1989
Negoplan: an expert system shell for negotiation support.
IEEE Expert, 1989

A procedure for worst outcomes displacement in multiple criteria decision making.
Comput. Oper. Res., 1989

1988
Use of the displaced worst compromise in interactive multiobjective programming.
IEEE Trans. Syst. Man Cybern., 1988

1987
A Logic-Based Tools for Negotiation Support.
Proceedings of the 1987 Symposium on Logic Programming, San Francisco, California, USA, August 31, 1987


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