1.

Provision and evaluation of explanations within an automated planning-based approach to solving the multimorbidity problem / Martin Michalowski, Szymon Wilk (WIiT), Wojtek Michalowski, Malvika Rao, Marc Carrier // Journal of Biomedical Informatics - 2024, vol. 156, s. 104681-1-104681-25

Artykuł naukowy 100 4

2.

How can we reward you? A compliance and reward ontology (CaRO) for eliciting quantitative reward rules for engagement in mHealth app and healthy behaviors / Mor Peleg, Nicole Veggiotti, Lucia Sacchi, Szymon Wilk (WIiT) // Journal of Biomedical Informatics - 2024, vol. 154, s. 104655-1-104655-11

Artykuł naukowy 100 4

3.

Personalization in mHealth: Innovative informatics methods to improve patient experience and health outcome / Elske Ammenwerth, Szymon Wilk (WIiT), Zhengxing Huang // Journal of Biomedical Informatics - 2023, vol. 147, s. 104523-1-104523-4

Artykuł wstępny 4

4.

The Case Manager: An Agent Controlling the Activation of Knowledge Sources in a FHIR-based Distributed Reasoning Environment / Giordano Lanzola, Francesca Polce, Enea Parimbelli, Matteo Gabetta, Ronald Cornet, Rowdy De Groot, Alexandra Kogan, David Glasspool, Szymon Wilk (WIiT), Silvana Quaglini // Applied Clinical Informatics - 2023, vol. 14, no. 4, s. 725-734

Artykuł naukowy 70 2,1

5.

A community-of-practice-based evaluation methodology for knowledge intensive computational methods and its application to multimorbidity decision support / William Van Woensel, Samson W. Tu, Wojtek Michalowski, Syed Sibte Raza Abidi, Samina Abidi, Jose-Ramon Alonso, Alesssio Bottrighi, Marc Carrier, Ruth Edry, Irit Hochberg, Malvika Rao, Stephen Kingwell, Alexandra Kogan, Mar Marcos, Begoña Martínez Salvador, Martin Michalowski, Luca Piovesan, David Riaño, Paolo Terenziani, Szymon Wilk (WIiT), Mor Peleg // Journal of Biomedical Informatics - 2023, vol. 142, s. 104395-1-104395-16

Artykuł naukowy 100 4

6.

Using graph rewriting to operationalize medical knowledge for the revision of concurrently applied clinical practice guidelines / Martin Michalowski, Malvika Rao, Szymon Wilk (WIiT), Wojtek Michalowski, Marc Carrier // Artificial Intelligence in Medicine - 2023, vol. 140, s. 102550-1-102550-11

Artykuł naukowy 100 6,1

7.

SATO (IDEAS expAnded wiTh BCIO): Workflow for designers of patient-centered mobile health behaviour change intervention applications / Aneta Lisowska (WIiT), Szymon Wilk (WIiT), Mor Peleg // Journal of Biomedical Informatics - 2023, vol. 138, s. 104276-1-104276-17

Artykuł naukowy 100 4

8.

An eHealth App (CAPABLE) Providing Symptom Monitoring, Well-Being Interventions, and Educational Material for Patients With Melanoma Treated With Immune Checkpoint Inhibitors: Protocol for an Exploratory Intervention Trial / Itske Fraterman, Barbara Wollersheim, Valentina Tibollo, Savannah Glaser, Stephanie Medlock, Roland Cornet, Matteo Gabetta, Vitali Gisko, Ella Barkan, Nicola Di Flora, David Glasspool, Alexandra Kogan, Giordano Lanzola, Roy Leizer, Henk Mallo, Manuel Ottaviano, Mor Peleg, Lonneke Van De Poll-Franse, Nicole Veggiotti, Konrad Śniatała (WIiT), Szymon Wilk (WIiT), Enea Parimbelli, Silvana Quaglini, Mimma Rizzo, Laura Locatti, Annelies Boekhout, Lucia Sacchi, Sofie Wilgenhof // JMIR Research Protocols - 2023, vol. 12, s. e49252-1-e49252-15

Artykuł naukowy 70 1,4

9.

Why did AI get this one wrong? - Tree-based explanations of machine learning model predictions / Enea Parimbelli, Tommaso Marrio Buonocore, Giovanna Nicora, Wojtek Michalowski, Szymon Wilk (WIiT), Riccardo Bellazzi // Artificial Intelligence in Medicine - 2023, vol. 135, s. 102471-1-102471-9

Artykuł naukowy 100 6,1

10.

On the joint-effect of class imbalance and overlap: a critical review / Miriam Seoane Santos, Pedro Henriques Abreu, Nathalie Japkowicz, Alberto Fernández, Carlos Soares, Szymon Wilk (WIiT), João Santos // Artificial Intelligence Review - 2022, vol. 55, iss. 8, s. 6207-6275

Artykuł naukowy 140 12

11.

A Health eLearning Ontology and Procedural Reasoning Approach for Developing Personalized Courses to Teach Patients about Their Medical Condition and Treatment / Martin Michalowski, Szymon Wilk (WIiT), Wojtek Michalowski, Dympna O'Sullivan, Silvia Bonaccio, Enea Parimbelli, Marc Carrier, Grégoire Le Gal, Stephen Kingwell, Mor Peleg // International Journal of Environmental Research and Public Health - 2021, vol. 18, iss. 14, s. 7355-1-7355-28

Artykuł naukowy 140 4,614

12.

A Review of AI and Data Science Support for Cancer Management / Enea Parimbelli, Szymon Wilk (WIiT), Ronald Cornet, Paweł Śniatała (WIiT), Konrad Śniatała (WIiT), Savannah Glaser, Itske Fraterman, Annelies Boekhout, Manuel Ottaviano, Mor Peleg // Artificial Intelligence in Medicine - 2021, vol. 117, s. 102111-1-102111-15

Artykuł naukowy 100 7,011

13.

Benchmarking PySyft Federated Learning Framework on MIMIC-III Dataset / Andrius Budrionis, Magda Miara (WIiT), Piotr Miara (WIiT), Szymon Wilk (WIiT), Johan Gustav Bellika // IEEE Access - 2021, vol. 9, s. 116869-116878

Artykuł naukowy 100 3,476

14.

Computer Tools to Analyze Lung CT Changes after Radiotherapy / Marek Konkol, Konrad Śniatała (WIiT), Paweł Śniatała (WIiT), Szymon Wilk (WIiT), Beata Baczyńska (WIiT), Piotr Milecki // Applied Sciences - 2021, vol. 11, no. 4, s. 1582-1-1582-24

Artykuł naukowy 100 2,838

15.

MitPlan: A planning approach to mitigating concurrently applied clinical practice guidelines / Martin Michalowski, Szymon Wilk (WIiT), Wojtek Michalowski, Marc Carrier // Artificial Intelligence in Medicine - 2021, vol. 112, s. 102002-1-102002-19

Artykuł naukowy 100 7,011

16.

Towards a framework for comparing functionalities of multimorbidity clinical decision support: A literature-based feature set and benchmark cases / Dympna O'Sullivan, William Van Woensel, Szymon Wilk (WIiT), Samson W. Tu, Wojtek Michalowski, Samina Abidi, Marc Carrier, Ruth Edry, Irit Hochberg, Stephen Kingwell, Alexandra Kogan, Martin Michalowski, Hugh O'sullivan, Mor Peleg // AMIA Annual Symposium Proceedings - 2021, vol. 2021, s. 920-929

Artykuł naukowy / referat 5 140

17.

An ontology-driven framework to support the dynamic formation of an interdisciplinary healthcare team / Szymon Wilk (WIiT), Mounira Kezadri-Hamiaz, Daniel Amyot, Wojtek Michalowski, Craig Kuziemsky, Nihan Catal, Daniela Rosu, Marc Carrier, Randy Giffen // International Journal of Medical Informatics - 2020, vol. 136, s. 104075-1-104075-12

Artykuł naukowy 140 4,046

18.

How distance metrics influence missing data imputation with k-nearest neighbours / Miriam Seoane Santos, Pedro Henriques Abreu, Szymon Wilk (WIiT), João Santos // Pattern Recognition Letters - 2020, vol. 136, s. 111-119

Artykuł naukowy 100 3,756

19.

Fusion of clinical data: a case study to predict the type of treatment of bone fractures / Anam Haq (WI), Szymon Wilk (WI), Alberto Abelló // International Journal of Applied Mathematics and Computer Science - 2019, vol. 29, no. 1, s. 51-67

Artykuł naukowy 100 0,967

20.

How Do Spinal Surgeons Perceive The Impact of Factors Used in Post-Surgical Complication Risk Scores? / Enea Parimbelli, Szymon Wilk (WI), Dympna O'Sullivan, Stephen Kingwell, Wojtek Michalowski, Martin Michalowski // AMIA Annual Symposium Proceedings - 2019, vol. 2019, s. 699-706

Artykuł naukowy / referat 5 140

21.

Incorporating Laboratory Values Into a Machine Learning Model Improves In-Hospital Mortality Predictions After Rapid Response Team Call / Peter Reardon, Enea Parimbelli, Szymon Wilk (WI), Wojtek Michalowski, Kyle Murphy, Jennifer Shen, Brent Herritt, Benjamin Gershkovich, Peter Tanuseputro, Kwadwo Kyeremanteng // Critical Care Explorations - 2019, vol. 1, iss. 7, s. e0023-1-e0023-5

Artykuł naukowy 5

22.

Ideating Mobile Health Behavioral Support for Compliance to Therapy for Patients with Chronic Disease: A Case Study of Atrial Fibrillation Management / Mor Peleg, Wojtek Michałowski, Szymon Wilk (WI), Enea Parimbelli, Silvia Bonaccio, Dympna O'Sullivan, Martin Michalowski, Silvana Quaglini, Marc Carrier // Journal of Medical Systems - 2018, vol. 42, iss. 11, s. 234-1-234-15

Artykuł naukowy 25 2,415

23.

Shared Decision-Making Ontology for a Healthcare Team Executing a Workflow, an Instantiation for Metastatic Spinal Cord Compression Management / Enea Parimbelli, Szymon Wilk (WI), Stephen Kingwell, Pavel Andreev, Wojtek Michalowski // AMIA Annual Symposium Proceedings - 2018, vol. 2018, s. 877-886

Artykuł naukowy / referat 15 140

24.

Comprehensive mitigation framework for concurrent application of multiple clinical practice guidelines / Szymon Wilk (WI), Martin Michalowski, Wojtek Michalowski, Daniela Rosu, Marc Carrier, Mounira Kezadri-Hamiaz // Journal of Biomedical Informatics - 2017, vol. 66, s. 52-71

Artykuł naukowy 40 2,882

25.

Difficulty Factors and Preprocessing in Imbalanced Data Sets: An Experimental Study on Artificial Data / Szymon Wojciechowski (WI), Szymon Wilk (WI) // Foundations of Computing and Decision Sciences - 2017, vol. 42, no. 2, s. 149-176

Artykuł naukowy 15

26.

Reports of the Workshops of the 31st AAAI Conference on Artificial Intelligence / Monica Anderson, Roman Bartak, John S. Brownstein, David L. Buckeridge, Hoda Eldardiry, Christopher Geib, Maria Gini, Aaron Isaksen, Sarah Keren, Ropert Laddaga, Viliam Lisy, Rodney Martin, David Martinez, Martin Michalowski, Loizos Michael, Reuth Mirsky, Thanh Nguyen, Michael J. Paul, Enrico Pontelli, Scott Sanner, Arash Shaban-Nejad, Arunesh Sinha, Shirin Sohrabi, Kumar Sricharan, Biplav Srivastava, Mark Stefik, William Streilein, Nathan Sturtevant, Kartin Talarnadupula, Michael Thielscher, Julian Togelius, Son Cao Tran, Long Tran-Thanh, Neal Wagner, Byron C. Wallace, Szymon Wilk (WI), Jichen Zhu // AI Magazine - 2017, vol. 38, iss. 3, s. 72-82

Artykuł naukowy 20 1,032

27.

Supporting Process Execution by Interdisciplinary Healthcare Teams: Middleware Design for IBM BPM / Nihan Çatal, Daniel Amyot, Wojtek Michalowski, Mounira Kezadri-Hamiaz, Malak Baslyman, Szymon Wilk (WI), Randy Giffen // Procedia Computer Science - 2017, vol. 113, s. 376-383

Artykuł naukowy / referat 15

28.

Classification with test costs and background knowledge / Tomasz Łukaszewski (WI), Szymon Wilk (WI) // Knowledge-Based Systems - 2016, vol. 92, s. 35-42

Artykuł naukowy 40 4,529

29.

Is There a Consensus when Physicians Evaluate the Relevance of Retrieved Systematic Reviews? / D. O'Sullivan, Szymon Wilk (WI), C. Kuziemsky, W. Michalowski, K. Farion, Bartosz Kukawka (WI) // Methods of Information in Medicine - 2016, vol. 55, iss. 3, s. 292-298

Artykuł naukowy 25

30.

Using Semantic Components to Represent Dynamics of an Interdisciplinary Healthcare Team in a Multi-Agent Decision Support System / Szymon Wilk (WI), Mounira Kezadri-Hamiaz, Daniela Rosu, Craig Kuziemsky, Wojtek Michalowski, Daniel Amyot, Marc Carrier // Journal of Medical Systems - 2016, vol. 40, iss. 2, s. 42-1-42-12

Artykuł naukowy 25

31.

Expanding a First-Order Logic Mitigation Framework to Handle Multimorbid Patient Preferences / Martin Michalowski, Szymon Wilk (WI), Daniela Rosu, Mounira Kezadri, Wojtek Michalowski, Marc Carrier // AMIA Annual Symposium Proceedings - 2015, vol. 2015, s. 895-904

Artykuł naukowy

32.

Expanding usability analysis with intrinsic motivation concepts to learn about CDSS adoption: a case study / Dympna O'Sullivan, Julie Doyle, Wojtek Michalowski, Szymon Wilk (WI), Roland Thomas, Ken Farion // Health Policy and Technology - 2014, vol. 3, iss. 2, s. 113-125

Artykuł naukowy

33.

Learning the preferences of physicians for the organization of result lists of medical evidence articles / D. O'Sullivan, Szymon Wilk (WI), W. Michalowski, Roman Słowiński, R. Thomas, Miłosz Kadziński (WI), K. Farion // Methods of Information in Medicine - 2014, vol. 53, iss. 5, s. 344-356

Artykuł naukowy 25 2,248

34.

Sequential Classification by Exploring Levels of Abstraction / Tomasz Łukaszewski (WI), Szymon Wilk (WI) // Procedia Computer Science - 2014, vol. 35, s. 309-317

Artykuł naukowy / referat

35.

A task-based support architecture for developing point-of-care clinical decision support systems for the emergency department / Szymon Wilk (WI), Wojtek Michalowski, Dympna O'Sullivan, Ken Farion, Jelber Sayyad-Shirabad, Craig Kuziemsky, Bartosz Kukawka (WI) // Methods of Information in Medicine - 2013, vol. 52, iss. 1, s. 18-32

Artykuł naukowy 25 1,083

36.

Comparing predictions made by a prediction model, clinical score, and physicians: pediatric asthma exacerbations in the emergency department / Ken J. Farion, Szymon Wilk (WI), Wojtek Michalowski, Jelber Sayyad-Shirabad // Applied Clinical Informatics - 2013, no. 4 (3), s. 376-391

Artykuł naukowy 20

37.

Mitigation of adverse interactions in pairs of clinical practice guidelines using constraint logic programming / Szymon Wilk (WI), Wojtek Michalowski, Martin Michalowski, Ken Farion, Marisela Mainegra Hing, Subhra Mohapatra // Journal of Biomedical Informatics - 2013, vol. 46, iss. 2, s. 341-353

Artykuł naukowy 40 2,482

38.

Prospective evaluation of the MET-AP system providing triage plans for acute pediatric abdominal pain / Ken J. Farion, Wojtek Michalowski, Steven Rubin, Szymon Wilk, Rhonda Correll, Isabelle Gaboury // International Journal of Medical Informatics - 2008, vol. 77, iss. 3, s. 208-218

Artykuł naukowy 2,754

39.

Designing man-machine interactions for mobile clinical systems : MET triage support on palm handheld / W. Michałowski, M. Kerstern, Roman Słowiński, Szymon Wilk // European Journal of Operational Research - 2007, vol. 177, no. 3, s. 1409-1417

Artykuł naukowy 1,096

40.

Interaction design for mobile clinical decision support systems : the MET system solutions / Szymon Wilk, Wojtek Michałowski, Ken Farion, Marta Kersten // Foundations of Computing and Decision Sciences - 2007, vol. 32, no. 1, s. 47-61

Artykuł naukowy

41.

New machine learning methods for prediction of protein secondary structures / Jacek Błażewicz, Piotr Łukasiak, Szymon Wilk // Control and Cybernetics - 2007, vol. 36, no. 1, s. 183-201

Artykuł naukowy 0,495

42.

Rough sets for handling imbalanced data: combining filtering and rule-based classifiers / Jerzy Stefanowski, Szymon Wilk // Fundamenta Informaticae - 2006, vol. 72, no. 1-3, s. 379-391

Artykuł naukowy 0,586

43.

Using a Bayesian belief network model to categorize length of stay of radical prostatectomy patients / W. Michałowski, Szymon Wilk, A. Thijssen, M. Li // Health Care Management Science - 2006, vol. 9, iss. 4, s. 341-348

Artykuł naukowy

44.

A comparison of two approaches to data mining from imbalanced data / Jerzy W. Grzymała-Busse, Jerzy Stefanowski (WI), Szymon Wilk (WI) // Journal of Intelligent Manufacturing - 2005, vol. 16, s. 565-574

Artykuł naukowy 0,343

45.

Supporting triage of children with abdominal pain in the emergency room / Szymon Wilk, Roman Słowiński, W. Michałowski, Salvatore Greco // European Journal of Operational Research - 2005, vol. 160, iss. 3, s. 696-709

Artykuł naukowy 0,824

46.

Mobile clinical support system for pediatric emergencies / Wojtek Michalowski, Steven Rubin, Roman Słowiński, Szymon Wilk // Decision Support Systems - 2003, vol. 36, iss. 2, s. 161-176

Artykuł naukowy