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Primoz Kocbek
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Interpretability of machine learning‐based prediction models in healthcare
G Stiglic, P Kocbek, N Fijacko, M Zitnik, K Verbert, L Cilar
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery 10 (5 …, 2020
3372020
Early detection of type 2 diabetes mellitus using machine learning-based prediction models
L Kopitar, P Kocbek, L Cilar, A Sheikh, G Stiglic
Scientific reports 10 (1), 11981, 2020
2382020
Local vs. global interpretability of machine learning models in type 2 diabetes mellitus screening
L Kopitar, L Cilar, P Kocbek, G Stiglic
International Workshop on Knowledge Representation for Health Care, 108-119, 2019
462019
An international cross-cultural study of nursing students' perceptions of caring
M Pajnkihar, P Kocbek, K Musović, Y Tao, N Kasimovskaya, G Štiglic, ...
Nurse Education Today 84, 104214, 2020
372020
Challenges associated with missing data in electronic health records: a case study of a risk prediction model for diabetes using data from Slovenian primary care
G Stiglic, P Kocbek, N Fijacko, A Sheikh, M Pajnkihar
Health informatics journal 25 (3), 951-959, 2019
342019
Maximizing interpretability and cost-effectiveness of surgical site infection (SSI) predictive models using feature-specific regularized logistic regression on preoperative …
P Kocbek, N Fijacko, C Soguero-Ruiz, KŲ Mikalsen, U Maver, PP Brzan, ...
Computational and mathematical methods in medicine 2019, 2019
222019
Development of a screening tool using electronic health records for undiagnosed Type 2 diabetes mellitus and impaired fasting glucose detection in the Slovenian population
G Štiglic, P Kocbek, L Cilar, N Fijačko, A Stožer, J Zaletel, A Sheikh, ...
Diabetic Medicine 35 (5), 640-649, 2018
212018
Nutritional quality of beverages available in vending machines in health and social care institutions: do we really want such offers?
U Rozman, NF Mis, UP Kupirovič, I Pravst, P Kocbek, M Strauss, SŠ Turk
Journal of Health, Population and Nutrition 40, 1-8, 2021
102021
Building interpretable models for polypharmacy prediction in older chronic patients based on drug prescription records
S Kocbek, P Kocbek, A Stozer, T Zupanic, T Groza, G Stiglic
PeerJ 6, e5765, 2018
92018
The antimicrobial effect of various single-strain and multi-strain probiotics, dietary supplements or other beneficial microbes against common clinical wound pathogens
S Fijan, P Kocbek, A Steyer, PM Vodičar, M Strauss
Microorganisms 10 (12), 2518, 2022
82022
Extracting new temporal features to improve the interpretability of undiagnosed type 2 diabetes mellitus prediction models
S Kocbek, P Kocbek, L Gosak, N Fijačko, G Štiglic
Journal of Personalized Medicine 12 (3), 368, 2022
72022
A review of mortality risk prediction models in smartphone applications
N Fijačko, R Masterson Creber, L Gosak, P Kocbek, L Cilar, P Creber, ...
Journal of Medical Systems 45, 1-13, 2021
62021
Interpretability of machine learning-based prediction models in healthcare. WIREs Data Mining and Knowledge Discovery, 10 (5), e1379
G Stiglic, P Kocbek, N Fijacko, M Zitnik, K Verbert, L Cilar
62020
Interpretability of machine learning based prediction models in healthcare. arXiv 2020
G Stiglic, P Kocbek, N Fijacko, M Zitnik, K Verbert, L Cilar
arXiv preprint arXiv:2002.08596, 2019
62019
Public sentiment analysis of Twitter reaction on sudden cardiac arrest at EURO 2020
N Fijačko, RM Creber, G Štiglic, P Kocbek, P Skok, R Greif
Resuscitation 167, 427-429, 2021
52021
Sweet, fat and salty: snacks in vending machines in health and social care institutions in Slovenia
U Rozman, I Pravst, UP Kupirovič, U Blaznik, P Kocbek, SŠ Turk
International Journal of Environmental Research and Public Health 17 (19), 7059, 2020
52020
Using (automated) machine learning and drug prescription records to predict mortality and polypharmacy in older type 2 diabetes mellitus patients
S Kocbek, P Kocbek, T Zupanic, G Stiglic, B Gabrys
Neural Information Processing: 26th International Conference, ICONIP 2019 …, 2019
42019
Improving mortality prediction for intensive care unit patients using text mining techniques
P Kocbek, N Fijacko, M Zorman, S Kocbek, G Štiglic
Proceedings of SiKDD 2017 Conference on Data Mining and Data Warehouses 29 …, 2017
42017
Evolution of ChatGPT evaluations in healthcare: Still at the beginning?
P Kocbek, N Fijačko, G Štiglic
Resuscitation 193, 2023
22023
Content analysis of Twitter users’ responses to the crowd crush tragedy in Seoul, South Korea in October 2022
N Fijačko, JP Nolan, G Štiglic, P Kocbek, R Greif
Resuscitation 182, 2023
22023
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