S. Berkovsky

Most-cited papers

Isocitrate dehydrogenase (IDH) status prediction in histopathology images of gliomas using deep learning
Sidong Liu, Zubair Shah, Aydin Sav, Carlo Russo +4 more
2020Scientific Reports139 citations Open access
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Mobile health and privacy: cross sectional study
Gioacchino Tangari, M. Ikram, Kiran Ijaz, M. Kâafar +1 more
2021British medical journal138 citations Open access
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Detecting Personality Traits Using Eye-Tracking Data
S. Berkovsky, Ronnie Taib, I. Koprinska, Eileen Wang +3 more
2019International Conference on Human Factors in Computing Systems124 citations
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Do I trust my machine teammate?: an investigation from perception to decision
Kun Yu, S. Berkovsky, Ronnie Taib, Jianlong Zhou +1 more
2019International Conference on Intelligent User Interfaces102 citations Open access
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Envisioning an artificial intelligence documentation assistant for future primary care consultations: A co-design study with general practitioners
A. Kocaballi, Kiran Ijaz, Liliana Laranjo, J. Quiroz +5 more
2020J. Am. Medical Informatics Assoc.99 citations Open access
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Clinical named entity recognition and relation extraction using natural language processing of medical free text: A systematic review
David Fraile Navarro, Kiran Ijaz, D. Rezazadegan, H. Rahimi-Ardabili +3 more
2023Int. J. Medical Informatics98 citations Open access
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Responses of Conversational Agents to Health and Lifestyle Prompts: Investigation of Appropriateness and Presentation Structures
A. Kocaballi, J. Quiroz, D. Rezazadegan, S. Berkovsky +3 more
2020Journal of Medical Internet Research72 citations Open access
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Deep convolutional neural networks based ECG beats classification to diagnose cardiovascular conditions
Md. Rashed-Al-Mahfuz, Mohammed Ali Moni, Pietro Lió, Sheikh Mohammed Shariful Islam +3 more
2021Biomedical Engineering Letters67 citations Open access
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Delirium and incident dementia in hospital patients in New South Wales, Australia: retrospective cohort study
E. H. Gordon, David D. Ward, Hao Xiong, S. Berkovsky +1 more
2024British medical journal66 citations Open access
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Design Considerations for Immersive Virtual Reality Applications for Older Adults: A Scoping Review
Kiran Ijaz, T. Tran, A. Kocaballi, R. Calvo +2 more
2022Multimodal Technologies and Interaction62 citations Open access
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Weak label based Bayesian U-Net for optic disc segmentation in fundus images
Hao Xiong, Si-Dong Liu, R. Sharan, E. Coiera +1 more
2022Artif. Intell. Medicine60 citations
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Colour adaptive generative networks for stain normalisation of histopathology images
Cong Cong, Si-Dong Liu, A. Di Ieva, M. Pagnucco +2 more
2022Medical Image Anal.59 citations Open access
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Expert evaluation of large language models for clinical dialogue summarization
David Fraile Navarro, Enrico W. Coiera, Thomas W. Hambly, Zoe Triplett +6 more
2025Scientific Reports58 citations
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Effects of machine learning-based clinical decision support systems on decision-making, care delivery, and patient outcomes: a scoping review
A. Susanto, D. Lyell, Bambang Widyantoro, S. Berkovsky +1 more
2023J. Am. Medical Informatics Assoc.52 citations Open access
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ECG-Derived Heart Rate Variability Interpolation and 1-D Convolutional Neural Networks for Detecting Sleep Apnea
R. Sharan, S. Berkovsky, Hao Xiong, E. Coiera
2020Annual International Conference of the IEEE Engineering in Medicine and Biology Society46 citations
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Benchmarking Audio Signal Representation Techniques for Classification with Convolutional Neural Networks
R. Sharan, Hao Xiong, S. Berkovsky
2021Italian National Conference on Sensors40 citations Open access
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Social Engineering and Organisational Dependencies in Phishing Attacks
Ronnie Taib, K. Yu, S. Berkovsky, M. Wiggins +1 more
2019IFIP TC13 International Conference on Human-Computer Interaction40 citations Open access
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Research directions in session-based and sequential recommendation
D. Jannach, B. Mobasher, S. Berkovsky
2020User modeling and user-adapted interaction35 citations Open access
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Deep Learning Methodology for Differentiating Glioma Recurrence From Radiation Necrosis Using Multimodal Magnetic Resonance Imaging: Algorithm Development and Validation
Yang Gao, Xiong Xiao, Bangcheng Han, Guilin Li +9 more
2020JMIR Medical Informatics31 citations Open access
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Analyzing security issues of android mobile health and medical applications
Gioacchino Tangari, M. Ikram, I. Sentana, Kiran Ijaz +2 more
2021J. Am. Medical Informatics Assoc.30 citations Open access
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Hierarchical Attentive Transaction Embedding With Intra- and Inter-Transaction Dependencies for Next-Item Recommendation
Shou-Jin Wang, Long-Bing Cao, Liang Hu, S. Berkovsky +3 more
2020IEEE Intelligent Systems29 citations Open access
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Epileptic Seizure Detection Using Multi-Channel EEG Wavelet Power Spectra and 1-D Convolutional Neural Networks
R. Sharan, S. Berkovsky
2020Annual International Conference of the IEEE Engineering in Medicine and Biology Society28 citations
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Severity Assessment and Progression Prediction of COVID-19 Patients based on the LesionEncoder Framework and Chest CT
You-Zhen Feng, Si-Dong Liu, Zhong-Yuan Cheng, J. Quiroz +10 more
2020medRxiv27 citations Open access
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Automated Severity Assessment of COVID-19 based on Clinical and Imaging Data: Algorithm Development and Validation.
J. Quiroz, Y.-Z. Feng, Z.-Y. Cheng, D. Rezazadegan +10 more
2021JMIR Medical Informatics26 citations Open access
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Collaboration, not Confrontation: Understanding General Practitioners’ Attitudes Towards Natural Language and Text Automation in Clinical Practice
David Fraile Navarro, A. Kocaballi, M. Dras, S. Berkovsky
2022ACM Trans. Comput. Hum. Interact.25 citations Open access
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Adaptive unified contrastive learning with graph-based feature aggregator for imbalanced medical image classification
Cong Cong, Si-Dong Liu, Priyanka Rana, M. Pagnucco +3 more
2024Expert systems with applications24 citations Open access
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Eye-tracking-based personality prediction with recommendation interfaces
Li Chen, Wanling Cai, Dongning Yan, S. Berkovsky
2022User modeling and user-adapted interaction24 citations
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Few-shot fine-tuning SOTA summarization models for medical dialogues
David Fraile Navarro, M. Dras, S. Berkovsky
2022North American Chapter of the Association for Computational Linguistics18 citations Open access
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Single cell morphology distinguishes genotype and drug effect in Hereditary Spastic Paraplegia
Gautam Wali, S. Berkovsky, Daniel R. Whiten, A. Mackay-Sim +1 more
2021Scientific Reports18 citations Open access
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Personality Sensing
Ronnie Taib, S. Berkovsky, I. Koprinska, Eileen Wang +2 more
2020ACM Trans. Interact. Intell. Syst.18 citations
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Texture Enhanced Generative Adversarial Network For Stain Normalisation In Histopathology Images
Cong Cong, Si-Dong Liu, A. Di Ieva, M. Pagnucco +2 more
2021IEEE International Symposium on Biomedical Imaging17 citations Open access
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End-to-End Sleep Apnea Detection Using Single-Lead ECG Signal and 1-D Residual Neural Networks
R. Sharan, S. Berkovsky, Hao Xiong, E. Coiera
2021Journal of Medical and Biological Engineering17 citations
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Development and Validation of a Machine Learning Approach for Automated Severity Assessment of COVID-19 Based on Clinical and Imaging Data: Retrospective Study
J. Quiroz, You-Zhen Feng, Zhong-Yuan Cheng, D. Rezazadegan +10 more
2020JMIR Medical Informatics17 citations Open access
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Semi-supervised Adversarial Learning for Stain Normalisation in Histopathology Images
Cong Cong, Si-Dong Liu, A. Di Ieva, M. Pagnucco +2 more
2021International Conference on Medical Image Computing and Computer-Assisted Intervention15 citations Open access
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Detecting pertussis in the pediatric population using respiratory sound events and CNN
R. Sharan, S. Berkovsky, David Fraile Navarro, Hao Xiong +1 more
2021Biomedical Signal Processing and Control15 citations
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Understanding Clinician Perceptions of GenAI: A Mixed Methods Analysis of Clinical Documentation Tasks
David Fraile Navarro, A. Kocaballi, S. Berkovsky
2025Journal of medical systems14 citations Open access
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Prediction of anxiety disorders using a feature ensemble based bayesian neural network
Hao Xiong, S. Berkovsky, Mia Romano, R. Sharan +3 more
2021Journal of Biomedical Informatics14 citations Open access
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Identifying relevant information in medical conversations to summarize a clinician-patient encounter
J. Quiroz, Liliana Laranjo, A. Kocaballi, Agustina Briatore +3 more
2020Health Informatics Journal14 citations Open access
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Automatic Speech Summarisation: A Scoping Review
D. Rezazadegan, S. Berkovsky, J. Quiroz, A. Kocaballi +3 more
2020arXiv.org14 citations
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Chronic stress and the IL-10-mediated immunoregulatory loop in the pathogenesis of periodontitis
M. Skrypnyk, A. Spahr, S. Berkovsky, Tetiana Yatsenko +8 more
2025Clinical science12 citations
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DDoD: Dual Denial of Decision Attacks on Human-AI Teams
Benjamin Tag, N. van Berkel, Sunny Verma, Benjamin Zi Hao Zhao +4 more
2022IEEE pervasive computing11 citations Open access
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Brain volumetric and fractal analysis of synthetic MRI: A comparative study with conventional 3D T1-weighted images.
Si-Dong Liu, T. Meng, Carlo Russo, A. Di Ieva +4 more
2021European Journal of Radiology10 citations
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Domain-Specific Pre-training Improves Confidence in Whole Slide Image Classification
Soham Chitnis, Si-Dong Liu, Tirtharaj Dash, T. Verlekar +4 more
2023Annual International Conference of the IEEE Engineering in Medicine and Biology Society9 citations Open access
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Design and Evaluation of Cross-Domain Recommender Systems
Maurizio Ferrari Dacrema, Iván Cantador, Ignacio Fernández-Tobías, S. Berkovsky +1 more
2022Recommender Systems Handbook9 citations Open access
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Detecting Personality Traits Using Inter-Hemispheric Asynchrony of the Brainwaves
R. Sharan, S. Berkovsky, Ronnie Taib, I. Koprinska +1 more
2020Annual International Conference of the IEEE Engineering in Medicine and Biology Society9 citations
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Healthcare Privacy
V. Motti, S. Berkovsky
2022Modern Socio-Technical Perspectives on Privacy8 citations Open access
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Voice Command Recognition Using Biologically Inspired Time-Frequency Representation and Convolutional Neural Networks
R. Sharan, S. Berkovsky, Sidong Liu
2020Annual International Conference of the IEEE Engineering in Medicine and Biology Society8 citations
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Revisiting Habitability in Conversational Systems
A. Kocaballi, E. Coiera, S. Berkovsky
2020CHI Extended Abstracts8 citations
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Evaluating User Experience in Conversational Recommender Systems: A Systematic Review Across Classical and LLM-Powered Approaches
Raj Mahmud, Yufeng Wu, Abdullah Bin Sawad, S. Berkovsky +2 more
2025Australasian Computer-Human Interaction Conference7 citations
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Heart and brain traumatic stress biomarker analysis with and without machine learning: A scoping review.
Darius Rountree-Harrison, S. Berkovsky, M. Kangas
2023International Journal of Psychophysiology7 citations Open access
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