Projects per year
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Collaborations and top research areas from the last five years
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A Standardised Pathway for the Management of Platelet-Related Bleeding in NSW,
Berkovsky, S. (Associate Investigator)
31/07/24 → 31/07/27
Project: Research
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Enhancing Human Reasoning with Generative AI: Personalized Digital Coach for Effective Feedback
Berkovsky, S. (Primary Chief Investigator), Beheshti, A. (Co-Investigator), Coiera, E. (Chief Investigator), Suzuki, G. (Partner Investigator), Takeuchi, S. (Partner Investigator), Itani, T. (Partner Investigator), Kurihara, H. (Partner Investigator), Nakazato, K. (Partner Investigator), Honda, T. (Partner Investigator), Jiang, S. (Partner Investigator) & Sekiguchi, M. (Partner Investigator)
1/12/23 → 31/01/27
Project: Research
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Fujitsu Macquarie AI Research Lab
Takeuchi, S. (Primary Chief Investigator), Berkovsky, S. (Primary Chief Investigator), Beheshti, A. (Primary Chief Investigator), Coiera, E. (Primary Chief Investigator), Vitale, J. (Chief Investigator), Xin, K. (Primary Chief Investigator) & Suzuki, G. (Primary Chief Investigator)
1/12/23 → 31/01/27
Project: Research
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AI-Enabled Medical Technologies: From Diagnostics to Therapeutics
Vafaee, F. (Chief Investigator), Wilkins, M. R. (Chief Investigator), Alinejad-Rokny, H. (Chief Investigator), Berkovsky, S. (Primary Chief Investigator), Beydoun, G. (Chief Investigator), Saberi, M. (Chief Investigator), Dinger, M. (Associate Investigator), Coiera, E. (Associate Investigator), Waters, S. A. (Associate Investigator), Razzak, I. (Associate Investigator), De Weck, A. (Associate Investigator), Sisson, S. (Associate Investigator), Tsafnat, G. (Other), Shamsani, J. (Other), Behi, R. (Other), Grosser, M. (Other), Lin, H. (Other), Bi, M. (Other) & Gooley, A. A. (Other)
4/07/23 → 8/06/28
Project: Research
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When sporadic disease is not sporadic - exploiting cryptic relatedness to unravel MND genetics
Williams, K. (Primary Chief Investigator), Henden, L. (Chief Investigator), Berkovsky, S. (Chief Investigator), Blair, I. (Associate Investigator), Iacoangeli, A. (Associate Investigator), Smith, B. (Associate Investigator), Dobson-Stone, C. (Associate Investigator), Kwok, J. B. (Associate Investigator), Halliday, G. (Associate Investigator), Nicholson, G. (Associate Investigator), Rowe, D. (Associate Investigator) & Scotter, E. L. (Associate Investigator)
1/10/22 → 30/09/26
Project: Research
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BraTS-UMamba: adaptive Mamba UNet with dual-band frequency based feature enhancement for brain tumor segmentation
Yao, H., Xiong, H., Liu, D., Shen, H. & Berkovsky, S., 2026, Medical Image Computing and Computer Assisted Intervention, MICCAI 2025: 28th International Conference, 2025, Proceedings Part XVI. Gee, J. C., Alexander, D. C., Hong, J., Iglesias, J. E., Sudre, C. H., Venkataraman, A., Golland, P., Kim, J. H. & Park, J. (eds.). Switzerland: Springer, Springer Nature, p. 98-107 10 p. (Lecture Notes in Computer Science; vol. 15975).Research output: Chapter in Book/Report/Conference proceeding › Conference proceeding contribution › peer-review
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ADSI-MIMO: adaptive stain imputation with multi-input and multi-output learning for multiplex immunofluorescence imaging
Li, X., Rana, P., N. Gide, T., Adegoke, N. A., Mao, Y., Berkovsky, S., Coiera, E., Wilmott, J. S. & Liu, S., 1 Jul 2025, (Submitted) 17 p. (bioRxiv The Preprint Server for Biology).Research output: Working paper › Preprint
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AI-Assisted cardiovascular risk assessment by general practitioners in resource-constrained Indonesian settings using a conceptual prototype: randomized controlled study
Susanto, A. P., Lyell, D., Widyantoro, B., Juzar, D. A., Santoso, A., Berkovsky, S. & Magrabi, F., 25 Nov 2025, In: Journal of Medical Internet Research. 27, p. 1-17 17 p., e73131.Research output: Contribution to journal › Article › peer-review
Open AccessFile -
Chronic stress and the IL-10-mediated immunoregulatory loop in the pathogenesis of periodontitis
Skrypnyk, M., Spahr, A., Berkovsky, S., Yatsenko, T., Xu, C., Zuieva, O., Osada, T., Takahashi, S., Hattori, N., Takahashi, K., Hattori, K. & Heissig, B., 25 Nov 2025, In: Clinical Science. 139, 22, p. 1469-1487 19 p.Research output: Contribution to journal › Review article › peer-review
Open AccessFile1 Downloads (Pure) -
Deep learning framework for classifying whole-slide multiplex immunofluorescence images to predict immunotherapy response in melanoma patients
Rana, P., Gide, T. N., Adegoke, N. A., Mao, Y., Berkovsky, S., Coiera, E., Wilmott, J. S. & Liu, S., 24 Nov 2025, (E-pub ahead of print) In: IEEE Journal of Biomedical and Health Informatics. 14 p.Research output: Contribution to journal › Article › peer-review
Open Access
Prizes
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Best Paper Award Nominee (Design, Innovation, and Evaluation), 20th International Conference on Persuasive Technology (PERSUASIVE 2025)
Vitale, J. (Recipient), Berkovsky, S. (Recipient), Takeuchi, S. (Recipient), Beheshti, A. (Recipient), Xin, K. (Recipient), Saito, J. (Recipient) & Yamao, S. (Recipient), 2025
Prize
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Fujitsu Macquarie AI Research Lab
Berkovsky, S. (Speaker) & Takeuchi, S. (Speaker)
18 Oct 2024Activity: Talk or presentation › Presentation
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ACM Transactions on Interactive Intelligent Systems (TiiS) (Journal)
Berkovsky, S. (Reviewer)
2018 → …Activity: Peer-review and editorial of research outputs › Editorial work
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Australian Computer Society (ACS) (External organisation)
Berkovsky, S. (Chair)
2017 → …Activity: Membership › Membership of committee
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Frontiers in Robotics and AI: Computational Intelligence (Journal)
Berkovsky, S. (Reviewer)
2015 → …Activity: Peer-review and editorial of research outputs › Editorial work
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User Modelling and User-Adapted Interaction (Journal)
Berkovsky, S. (Reviewer)
2014 → …Activity: Peer-review and editorial of research outputs › Editorial work