Improving interpretability and performance of risk prediction models for decision support in clinical environments

_{Main host institution: KU Leuven

Supervisor: Katrien Verbert (Informatics Section, KU Leuven)}

_{Foreign host institution: University of Maribor

Supervisor: Gregor Štiglic (FHS, University of Maribor)}

More information

Recent Publications

…all project publications

Aditya Bhattacharya, Jeroen Ooge, Gregor Štiglic, Katrien Verbert (2023). Directive Explanations for Monitoring the Risk of Diabetes Onset: Introducing Directive Data-Centric Explanations and Combinations to Support What-If Explorations. In 28th International Conference on Intelligent User Interfaces (IUI ‘23), March 27–31, 2023, Sydney, NSW, Australia; 2023; pp. 1 - 16.

Code Project DOI

Primož Kocbek, Lucija Gosak, Kasandra Musović, Gregor Štiglic (2022). Generating Extremely Short Summaries from the Scientific Literature to Support Decisions in Primary Healthcare: A Human Evaluation Study. In LNCS, 13263, pp. 373-382.

Code Project DOI

Lucija Gosak, Majda Pajnkihar, FAAN, FEANS, Gregor Štiglic (2022). The Impact of Mobile Health Use on the Self-care of Patients With Type 2 Diabetes: Protocol for a Randomized Controlled Trial. JMIR Research Protocols, 11(6), p. e31652.

PDF Project DOI

Gregor Štiglic, Kasandra Musović, Lucija Gosak, Nino Fijačko, Primož Kocbek (2022). Relevance of automated generated short summaries of scientific abstract: use case scenario in healthcare. In 2022 IEEE 10th International Conference on Healthcare Informatics, Jun 11.-14., Rochester, Minnesota, USA, pp. 599-605.

PDF Code Project DOI

Simon Kocbek, Primož Kocbek, Lucija Gosak, Nino Fijačko, Gregor Štiglic (2022). Extracting New Temporal Features to Improve the Interpretability of Undiagnosed Type 2 Diabetes Mellitus Prediction Models. Journal of Personalized Medicine, 12(3), p. 368.

PDF Project DOI

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Meet the Team

Principal Investigator

Gregor Štiglic

Professor and head of Research Institute

Researchers

Kasandra Musović

PhD Student

Lucija Gosak

PhD Student

Primož Kocbek

PhD Student

Majda Pajnkihar, FAAN, FEANS

Professor

Nino Fijačko

PhD Student

Leona Cilar Budler

PhD

Leon Kopitar

PhD student

Contact

…feel free to get in touch

+386 2 300 47 31
Zitna ulica 15
2000 Maribor
Enter main entrance and take the stairs to Office 113 on Floor 1