Artificial intelligence-based decision support system for risk stratification and early detection of heart failure in primary and secondary care

Deliverables

Publications

Economic Evaluation of Heart Failure Strategies in the StratifyHF Project

Author(s): Gačić, M., Kaplarević, M., Velicki, L., Jakovljević, Dj., & Filipović, N.
Published in: 2025
Publisher: University of Kragujevac
DOI: 10.5281/ZENODO.21675534

Single Branch versus Multiple Branch Automatic 3D Coronary Artery Reconstruction from X-Ray Coronary Angiography Images: A Comparative Study

Author(s): Ognjen Pavić, Lazar Dašić, Tijana Geroski, Nenad Filipović
Published in: 2025
Publisher: Central European Association for Computational Mechanics
DOI: 10.5281/ZENODO.21507319

Our Multiscale Multiphysics Finite Element Models in Bioengineering

Author(s): Milos Kojić
Publisher: Central European Association for Computational Mechanics (CEACM)
DOI: 10.5281/ZENODO.21532666

Automatic Coronary Artery Segmentation in X-ray Angiograms

Author(s): Filip Filipović, Tijana Geroski, Nenad Filipović
Published in: 2026
Publisher: Information Society of Serbia - ISOS
DOI: 10.5281/ZENODO.21532799

SoC-Based Implementation of CNN Model for End-Diastolic Volume Classification from Echocardiogram via HLS4ML

Author(s): Marković, N., Geroski, T., Jovanov, E., Filipović, N.
Published in: 2026
Publisher: University of Kragujevac
DOI: 10.5281/ZENODO.21677359

Software Architecture for StratifyHF: Heart Failure Risk Stratification and Diagnosis

Author(s): Milićević, B., Milošević, M., Ivanović, M., & Filipović, N.
Published in: 2025
Publisher: University of Kragujevac
DOI: 10.5281/ZENODO.21675472

Differentiating Suspected and Confirmed Heart Failure Using Machine Learning and Refined Vocal Features

Author(s): Dašić, L., Pavić, O., Geroski, T., Blagojević, A., Preveden, A., Milovančev, A., Velicki, L., Okwose, N., Nelissen, A., Stefanetti, R., Charman, S., Fornarno, A., Jimenez-Blanco Bravo, M.J., Zdravković, N., Lukić, S., Jakovljević, Dj., Filipović, N.
Published in: 2026
Publisher: University of Kragujevac
DOI: 10.5281/ZENODO.21677347

ayesian-Optimized Physics-Informed Neural Networks for the FitzHugh- Nagumo Model

Author(s): Bogdan Milićević, Nenad Filipović
Published in: 2026
Publisher: Information Society of Serbia – ISOS
DOI: 10.5281/ZENODO.21508935

A Machine Learning Approach for Predicting Heart Failure Risk Based on Physical Examination and Blood Biomarkers

Author(s): Anđela Blagojević, Tijana Geroski, Lazar Dašić, Ognjen Pavić, Djordje Jakovljević, Andrej Preveden, Lazar Velicki, Aleksandra Milovančev, Frans Rutten, Anne Pauline Nelissen, Fausto Barlocco, Alessandra Fornaro, et al.
Publisher: Information Society of Serbia – ISOS
DOI: 10.5281/ZENODO.21507508

Echocardiography View Classification as an Important Step to Heart Failure Diagnosis: A Case Study of the Echojepa Foundation Model

Author(s): Pavić, O., Dašić, L., Geroski, T., Bladojević, A., Preveden, A., Milovančev, A., Velicki, L., Okwose, N., Nelissen, A., Jakovljević, Dj., Filipović, N.
Published in: 2026
Publisher: University of Kragujevac
DOI: 10.5281/ZENODO.21676709

Design of STRATIFYHF: AI-Driven and Computational Modelling Cloud-Based Decision Support System for Heart Failure

Author(s): Milošević, M., Milićević, B., Ivanović, M., Atanasijević, A., Filipović, N.
Published in: 2026
Publisher: University of Kragujevac
DOI: 10.5281/ZENODO.21676703

Recognizing Patterns of Emerging Chronic Obstructive Pulmonary Disease in Heart Failure Patients Through the Use of Machine Learning Techniques

Author(s): Pavić, O., Dašić, L., Blagojević, A., Geroski, T., & Filipović, N.
Published in: 2025
Publisher: University of Kragujevac
DOI: 10.5281/ZENODO.21675443

Risk Stratification and Early Diagnosis of Heart Failure

Author(s): Flis, B., Vračar, P., Pučulin, M., Jakovljević, Dj., Filipović, N., Bosnić, Z.
Publisher: International Frequency Sensor Association (IFSA) Publishing, S. L.
DOI: 10.5281/ZENODO.21674911

Multi-Stage Classification Approach for Heart Failure Disease Diagnosis and Reduced Ejection Fraction Prediction

Author(s): Ognjen Pavić, Lazar Dašić, Anđela Blagojević, Tijana Geroski, Nenad Filipović
Published in: 2025
Publisher: IEEE Computer Society
DOI: 10.5281/ZENODO.21507383

Integrating Biomarkers, Voice Analysis, and Sensors: STRATIFYHF Decision Support Platform

Author(s): Tijana Geroski, Anđela Blagojević, Ognjen Pavić, Lazar Dašić, Nemanja Marković, Nduka Okwose, Đorđe Jakovljević, Nenad Filipović
Published in: 2026
Publisher: University of Belgrade, Faculty of Organizational Sciences
DOI: 10.5281/ZENODO.21508436

Assessment of Morbidity in Patients with Heart Failure Using Traditional Machine Learning Techniques

Author(s): Ilić, Đ., Pavić, O., Dašić, L., Blagojević, A., & Filipović, N.
Published in: 2025
Publisher: University of Kragujevac
DOI: 10.5281/ZENODO.21676237

A modular deep-learning pipeline for echocardiographic video classification of heart failure

Author(s): Tijana Geroski, Mahyar Bolhassani, Narayana S. Singam, Ayman Battisha, Nenad Filipović, Dinesh Kalra, Amir A. Amini
Published in: Medical Imaging 2026: Clinical and Biomedical Imaging, 2026
Publisher: SPIE
DOI: 10.1117/12.3088015

PARAMETER OPTIMIZATION OF DRUG DIFFUSION TRANSPORT WITHIN AXIAL SYMMETRIC MODEL FOR DRUG COATING BALLOON (DCB) USING GENETIC ALGORITHMS

Author(s): Simic, Vladimir; Milicevic, Bogdan; Milošević, Miljan; Filipovic, Nenad; Kojic, Milos
Publisher: ECCOMAS
DOI: 10.5281/ZENODO.14771550

Evolutionary Strategies for Electrophysiological Parameters Estimation

Author(s): Milićević, B., Filipović, N
Published in: 2025
Publisher: AKADEMIJA NAUKA I UMJETNOSTI REPUBLIKE SRPSKE
DOI: 10.5281/ZENODO.21682720

Multipurpose Wearable Sensory Device for Heart Failure Diagnosis and Biomarker Measurement

Author(s): Marković, N., Geroski, T., Pavić, O., Dašić, L., Jovanov, E., & Filipović, N.
Published in: 2025
Publisher: University of Kragujevac
DOI: 10.5281/ZENODO.21676700

Computational Mechanics and Artificial Intelligence Based Decision Support System for Heart Failure

Author(s): Nenad Filipovic
Published in: 2025
Publisher: Central European Association for Computational Mechanics (CEACM)
DOI: 10.5281/ZENODO.21532740

Comparative Analysis of U-Net-Based Architectures for Coronary Artery Segmentation using X-Ray Angiography Images

Author(s): Stojadinović, A., Geroski, T., Jovanović, D., Filipović, N.
Published in: 2026
Publisher: University of Kragujevac
DOI: 10.5281/ZENODO.21677361

Risk of Death Assessment in Patients Suffering from Heart Failure Using Regression Analysis Techniques

Author(s): Filipović, F., Dašić, L., Blagojević, A., Pavić, O., Filipović, N.
Publisher: University of Kragujevac
DOI: 10.5281/ZENODO.21676239

Prediction of Different Symptoms Emergence in Heart Failure Patients Using Machine Learning Approaches

Author(s): Jeremić, T., Dašić, L., Pavić, O., Blagojević, A., Filipović, N.
Published in: 2025
Publisher: University of Kragujevac
DOI: 10.5281/ZENODO.21676241

Evaluating the Potential of Vocal Features as Non-Invasive Biomarkers for Heart Failure

Author(s): Tijana Geroski, Lazar Dašić, Anđela Blagojević, Ognjen Pavić, Nenad Filipović
Published in: 2025
Publisher: ETRAN Society
DOI: 10.5281/ZENODO.21508238

Economic Burden of Heart Failure in Europe: A Systematic Review of Costs and Cost-Effectiveness

Author(s): Josep Darbà, Meritxell Ascanio, Antonio Rodríguez, Sarah J. Charman, Nduka C. Okwose, Renae J. Stefanetti, Amy Groenewegen, Annamaria Del Franco, Maria Tafelmeier, Andrej Preveden, Amy S. Fuller, Fatima Bano, David R. Sinclair, Duncan Edwards, Anne P. Nelissen, Petros N. Malitas, Aikaterini Zisaki, Zoran Bosnić, Petar Vračar, Alessandra Fornaro, Fausto Barlocco, Dimitris Fotiadis, Prithwish Banerjee, Guy A. MacGowan, Oscar Fernandez, José Luis Zamorano, Marta Jimenez-Blanco Bravo, Lars S. Maier, Iacopo Olivotto, Massimo Milli, Frans H. Rutten, Jonathan Mant, Lazar Velicki, Petar M. Seferovic, Nenad Filipovic, Djordje G. Jakovljevic
Published in: ESC Heart Failure, Issue 12, 2026, ISSN 2055-5822
Publisher: Oxford University Press (OUP)
DOI: 10.1002/EHF2.70017

Clinical validation of an artificial intelligence-based decision support system for diagnosis and risk stratification of heart failure (STRATIFYHF): a protocol for a prospective, multicentre longitudinal study

Author(s): Sarah Jane Charman, Nduka C Okwose, Amy Groenewegen, Annamaria Del Franco, Maria Tafelmeier, Andrej Preveden, Cristina Garcia Sebastian, Amy S Fuller, David Sinclair, Duncan Edwards, Anne Pauline Nelissen, Petros Malitas, Aikaterini Zisaki, Josep Darba, Zoran Bosnic, Petar Vracar, Fausto Barlocco, Dimitris Fotiadis, Prithwish Banerjee, Guy A MacGowan, Oscar Fernandez, José Zamorano, Marta Jiménez-Blanco Bravo, Lars S Maier, Iacopo Olivotto, Frans H Rutten, Jonathan Mant, Lazar Velicki, Petar M Seferović, Nenad Filipovic, Djordje G Jakovljevic
Published in: BMJ Open, Issue 15, 2025, ISSN 2044-6055
Publisher: BMJ
DOI: 10.1136/bmjopen-2024-091793

PainFormer: A Vision Foundation Model for Automatic Pain Assessment

Author(s): Stefanos Gkikas, Raul Fernandez Rojas, Manolis Tsiknakis
Published in: IEEE Transactions on Affective Computing, Issue 16, 2025, ISSN 1949-3045
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TAFFC.2025.3605475

Exploring the Impact of a Heart Failure Diagnosis on Women’s Lifestyles With a Specific Focus on Physical Activity, Sedentary Behaviour, Sleep, Quality of Life and Social Support

Author(s): Emily J. Dodd, Mei Yee Tang, Leah Avery, Kristian Bailey, Oscar Fernandez, Matthew Williams, Katharine Nelson, Aaron Koshy, Maggie Fearby, Nicola Hildreth, Karen Hann, Matthew Dewhurst, Alasdair P. Blain, Renae J. Stefanetti, Nduka C. Okwose, Djordje G. Jakovljevic, Guy A. MacGowan, Sarah J. Charman
Published in: American Journal of Lifestyle Medicine, 2026, ISSN 1559-8276
Publisher: SAGE Publications
DOI: 10.1177/15598276261435513

Sex-specific differences in vascular function in heart failure: a systematic review

Author(s): S Younas, N Okwose, A Fuller, R J Stefanetti, S Chaman, F Bano, M Dobric, P M Seferovic, D Jakovljevic, P Banerjee
Published in: European Journal of Heart Failure, Issue 28, 2026, ISSN 1388-9842
Publisher: Oxford University Press (OUP)
DOI: 10.1093/EJHF/XUAG193.082

Journal of the Serbian Society for Computational Mechanics

Author(s): Ognjen Pavić; Lazar Dašić; Tijana Geroski; Mina Vasković Jovanović; Nenad Filipović
Published in: Journal of the Serbian Society for Computational Mechanics, 2023, ISSN 1820-6530
Publisher: Serbian Society for Computational Mechanics
DOI: 10.24874/jsscm.2023.17.02.11

Sex differences in multimorbidity among patients with heart failure: a population-based cohort study

Author(s): A Fuller, D Edwards, S Chaman, N C Okwose, F Bano, B Flis, P Vracar, Z Bosnic, M Dobric, M Bojic, G A Macgowan, P Banerjee, P M Seferovic, J Mant, D Jakovljevic
Published in: European Journal of Heart Failure, Issue 28, 2026, ISSN 1388-9842
Publisher: Oxford University Press (OUP)
DOI: 10.1093/EJHF/XUAG193.811

Voice recognition as an innovative method to identify and monitor heart failure – a review

Author(s): Amy S. Fuller, Nduka C Okwose, Sarah J. Charman, Alban E. Voppel, Renae J. Stefanetti, Amy Groenewegen, Annamaria Del Franco, Maria Tafelmeier, Andrej Preveden, Aleksandra Milovancev, Duncan Edwards, Anne P. Nelissen, Fausto Barlocco, Alessandra Fornaro, Jose Luis Zamorano, Massimo Milli, Laura Sasso, Giulia Taborchi, Simone Bartolini, Serena Fatucchi, Prithwish Banerjee, Guy A. MacGowan, Oscar Fernandez, Marta Jimenez-Blanco Bravo, Lars S. Maier, Iacopo Olivotto, Frans H. Rutten, Jonathan Mant, Lazar Velicki, Petar M. Seferovic, Nenad Filipovic, Djordje G. Jakovljevic
Published in: Heart Failure Reviews, Issue 31, 2026, ISSN 1573-7322
Publisher: Springer Science and Business Media LLC
DOI: 10.1007/S10741-026-10625-3

A Machine Learning Approach to Gene Expression in Hypertrophic Cardiomyopathy

Author(s): Jelena Pavić, Marko Živanović, Irena Tanasković, Ognjen Pavić, Vesna Stanković, Katarina Virijević, Tamara Mladenović, Jelena Košarić, Bogdan Milićević, Safi Ur Rehman Qamar, Lazar Velicki, Ivana Novaković, Andrej Preveden, Dejana Popović, Milorad Tesić, Stefan Seman, Nenad Filipović
Published in: Pharmaceuticals, Issue 17, 2024, ISSN 1424-8247
Publisher: MDPI AG
DOI: 10.3390/ph17101364

OVERVIEW OF THE ELECTROPHYSIOLOGICAL MODELS FOR THE LEFT VENTRICLE SIMULATIONS

Author(s): Bogdan Milićević, Nenad Filipović
Published in: Contemporary Materials, Issue 15, 2024, ISSN 1986-8677
Publisher: National and University Library of the Republic of Srpska
DOI: 10.7251/COMEN2401001M

Differences in clinical presentation between heart failure patients with reduced and preserved ejection fraction – analysis of the INTELHEART database

Author(s): Miodrag Belopavlović, Milan Rodić, Nikola Stipić, Andrej T. Preveden, Aleksandra Milovančev, Svetlana Apostolović, Tamara Filipović, Stefan Simović, Goran Davidović, Marija Polovina, Smiljana Tomašević, Tijana Geroski, Nenad Filipović, Djordje Jakovljevic, Lazar Velicki
Published in: Acta Cardiologica, Issue 81, 2026, ISSN 0001-5385
Publisher: Informa UK Limited
DOI: 10.1080/00015385.2026.2677977

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