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2026 Journal Article Predicting cardiovascular events from routine mammograms using machine learningBarraclough, Jennifer Yvonne, Gandomkar, Ziba, Fletcher, Robert A., Barbieri, Sebastiano, Kuo, Nicholas I-Hsien, Rodgers, Anthony, Douglas, Kirsty, Poppe, Katrina K., Woodward, Mark, Luxan, Blanca Gallego, Neal, Bruce, Jorm, Louisa, Brennan, Patrick and Arnott, Clare (2026). Predicting cardiovascular events from routine mammograms using machine learning. Heart, 112 (5), 261-269. doi: 10.1136/heartjnl-2025-325705 |
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2026 Journal Article Initiators of Semaglutide in General Practice in New South Wales, 2020–2023: A Retrospective Cohort StudyKuo, Nicholas I-Hsien, Hill, Flynn, Arnott, Clare, Douglas, Kirsty, Barbieri, Sebastiano, Ferdousi, Shahana, Gandomkar, Ziba, Gallego-Luxan, Blanca, Woodward, Mark and Jorm, Louisa (2026). Initiators of Semaglutide in General Practice in New South Wales, 2020–2023: A Retrospective Cohort Study. Heart, Lung and Circulation, 35 (4), 554-562. doi: 10.1016/j.hlc.2025.09.012 |
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2026 Journal Article Acquisition-independent deep learning for quantitative MRI parameter estimation using neural controlled differential equationsKuppens, Daan, Barbieri, Sebastiano, van den Berg, Daisy, Schouten, Pepijn, Thoeny, Harriet C., van Laarhoven, Hanneke WM., Wennen, Myrte and Gurney-Champion, Oliver J. (2026). Acquisition-independent deep learning for quantitative MRI parameter estimation using neural controlled differential equations. Medical Image Analysis, 107 (Part A) 103768, 1-15. doi: 10.1016/j.media.2025.103768 |
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2025 Journal Article Travel times and distances to health services in AustraliaFilipcikova, Michaela, Jorm, Louisa and Barbieri, Sebastiano (2025). Travel times and distances to health services in Australia. Scientific Data, 13 (1) 67. doi: 10.1038/s41597-025-06381-y |
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2025 Journal Article Aortic valve leaflet motion for diagnosis and classification of aortic stenosis using single view echocardiographyMeredith, Thomas, Mohammed, Farhan, Pomeroy, Amy, Barbieri, Sebastiano, Meijering, Erik, Jorm, Louisa, Roy, David, Hayward, Christopher, Kovacic, Jason C., Muller, David W. M., Feneley, Michael P. and Namasivayam, Mayooran (2025). Aortic valve leaflet motion for diagnosis and classification of aortic stenosis using single view echocardiography. Journal of Cardiovascular Imaging, 33 (1) 8, 1-10. doi: 10.1186/s44348-025-00051-8 |
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2025 Journal Article Estimating 5-year absolute risk of cardiovascular disease using routinely collected electronic medical records from Australian general practicesKuo, Nicholas I-Hsien, Barbieri, Sebastiano, Arnott, Clare, Gallego, Blanca, Gandomkar, Ziba, Ferdousi, Shahana, Douglas, Kirsty, Woodward, Mark and Jorm, Louisa (2025). Estimating 5-year absolute risk of cardiovascular disease using routinely collected electronic medical records from Australian general practices. Heart heartjnl-2025-325776. doi: 10.1136/heartjnl-2025-325776 |
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2025 Conference Publication Automated Aortic Valve Motion Analysis from Echocardiography for Efficient Classification of Aortic Stenosis SeverityMohammed, Farhan, Meredith, Tom, Pomeroy, Amy, Barbieri, Sebastiano, Meijering, Erik, Kovacic, Jason, Hayward, Christopher, Muller, David, Feneley, Michael and Namasivayam, Mayooran (2025). Automated Aortic Valve Motion Analysis from Echocardiography for Efficient Classification of Aortic Stenosis Severity. American Heart Association's 2025 Scientific Sessions and the American Heart Association's 2025 Resuscitation Science Symposium, New Orleans, LA United States, 7-10 November 2025. Philadelphia, PA United States: Lippincott Williams & Wilkins. doi: 10.1161/circ.152.suppl_3.4362307 |
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2025 Conference Publication Generating clinically realistic EHR data via a hierarchy- and semantics-guided transformerZhou, Guanglin and Barbieri, Sebastiano (2025). Generating clinically realistic EHR data via a hierarchy- and semantics-guided transformer. ECAI 2025: 28th European Conference on Artificial Intelligence, Bologna, Italy, 25-30 October 2025. Amsterdam, Netherlands: IOS Press. doi: 10.3233/faia251280 |
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2025 Journal Article A scoping review of the governance of federated learning in healthcareEden, Rebekah, Chukwudi, Ignatius, Bain, Chris, Barbieri, Sebastiano, Callaway, Leonie, de Jersey, Susan, George, Yasmeen, Gorse, Alain-Dominique, Lawley, Michael, Marendy, Peter, McPhail, Steven M., Nguyen, Anthony, Samadbeik, Mahnaz and Sullivan, Clair (2025). A scoping review of the governance of federated learning in healthcare. npj Digital Medicine, 8 (1) 427, 427-1. doi: 10.1038/s41746-025-01836-3 |
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2025 Journal Article Predictive factors of hypoglycemia in type 2 diabetes: a prospective study using machine learningShabestari, Motahare, Mehrabbeik, Akram, Barbieri, Sebastiano, Marques-Vidal, Pedro, Heshmati-nasab, Poria and Azizi, Reyhaneh (2025). Predictive factors of hypoglycemia in type 2 diabetes: a prospective study using machine learning. Scientific Reports, 15 (1) 18143, 1-13. doi: 10.1038/s41598-025-03030-7 |
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2025 Journal Article Generative AI mitigates representation bias and improves model fairness through synthetic health dataMarchesi, Raffaele, Micheletti, Nicolo, Kuo, Nicholas I-Hsien, Barbieri, Sebastiano, Jurman, Giuseppe and Osmani, Venet (2025). Generative AI mitigates representation bias and improves model fairness through synthetic health data. PLoS Computational Biology, 21 (5) e1013080, 1-23. doi: 10.1371/journal.pcbi.1013080 |
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2025 Journal Article Machine learning cluster analysis identifies increased 12-month mortality risk in transcatheter aortic valve replacement recipientsMeredith, Thomas, Mohammed, Farhan, Pomeroy, Amy, Barbieri, Sebastiano, Meijering, Erik, Jorm, Louisa, Roy, David, Kovacic, Jason, Feneley, Michael, Hayward, Christopher, Muller, David and Namasivayam, Mayooran (2025). Machine learning cluster analysis identifies increased 12-month mortality risk in transcatheter aortic valve replacement recipients. Frontiers in Cardiovascular Medicine, 12 1444658, 1444658. doi: 10.3389/fcvm.2025.1444658 |
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2024 Journal Article Enriching data science and health care education: application and impact of synthetic data sets through the health gym projectKuo, Nicholas I-Hsien, Perez-Concha, Oscar, Hanly, Mark, Mnatzaganian, Emmanuel, Hao, Brandon, Di Sipio, Marcus, Yu, Guolin, Vanjara, Jash, Valerie, Ivy Cerelia, de Oliveira Costa, Juliana, Churches, Timothy, Lujic, Sanja, Hegarty, Jo, Jorm, Louisa and Barbieri, Sebastiano (2024). Enriching data science and health care education: application and impact of synthetic data sets through the health gym project. JMIR Medical Education, 10 (1) e51388, e51388. doi: 10.2196/51388 |
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2024 Journal Article Prescription opioid use among people with opioid dependence and concurrent benzodiazepine and gabapentinoid exposure: An analysis of overdose and all-cause mortalityBharat, Chrianna, Gisev, Natasa, Barbieri, Sebastiano, Dobbins, Timothy, Larney, Sarah, Buizen, Luke and Degenhardt, Louisa (2024). Prescription opioid use among people with opioid dependence and concurrent benzodiazepine and gabapentinoid exposure: An analysis of overdose and all-cause mortality. International Journal of Drug Policy, 123 104287, 104287-123. doi: 10.1016/j.drugpo.2023.104287 |
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2023 Journal Article Sexual and drug use risk behaviour trajectories among people treated for recent HCV infection: the REACT studyCarson, Joanne M., Barbieri, Sebastiano, Cunningham, Evan, Mao, Eric, van der Valk, Marc, Rockstroh, Jürgen K., Hellard, Margaret, Kim, Arthur, Bhagani, Sanjay, Feld, Jordan J., Gane, Ed, Thurnheer, Maria C., Bruneau, Julie, Tu, Elise, Dore, Gregory J., Matthews, Gail V. and Martinello, Marianne (2023). Sexual and drug use risk behaviour trajectories among people treated for recent HCV infection: the REACT study. Journal of the International AIDS Society, 26 (9) e26168. doi: 10.1002/jia2.26168 |
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2023 Journal Article Generating synthetic clinical data that capture class imbalanced distributions with generative adversarial networks: example using antiretroviral therapy for HIVKuo, Nicholas I-Hsien, Garcia, Federico, Sönnerborg, Anders, Böhm, Michael, Kaiser, Rolf, Zazzi, Maurizio, Polizzotto, Mark, Jorm, Louisa and Barbieri, Sebastiano (2023). Generating synthetic clinical data that capture class imbalanced distributions with generative adversarial networks: example using antiretroviral therapy for HIV. Journal of Biomedical Informatics, 144 104436. doi: 10.1016/j.jbi.2023.104436 |
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2023 Journal Article Increasing national trend of direct-acting antiviral discontinuation among people treated for HCV 2016-2021Carson, Joanne, Barbieri, Sebastiano, Matthews, Gail V., Dore, Gregory J. and Hajarizadeh, Behzad (2023). Increasing national trend of direct-acting antiviral discontinuation among people treated for HCV 2016-2021. Hepatology Communications, 7 (4) e0125. doi: 10.1097/HC9.0000000000000125 |
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2022 Journal Article Incorporating uncertainty in learning to defer algorithms for safe computer-aided diagnosisLiu, Jessie, Gallego, Blanca and Barbieri, Sebastiano (2022). Incorporating uncertainty in learning to defer algorithms for safe computer-aided diagnosis. Scientific Reports, 12 (1) 1762, 1. doi: 10.1038/s41598-022-05725-7 |
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2022 Journal Article The Health Gym: synthetic health-related datasets for the development of reinforcement learning algorithmsKuo, Nicholas I-Hsien, Polizzotto, Mark N., Finfer, Simon, Garcia, Federico, Sonnerborg, Anders, Zazzi, Maurizio, Boehm, Michael, Kaiser, Rolf, Jorm, Louisa and Barbieri, Sebastiano (2022). The Health Gym: synthetic health-related datasets for the development of reinforcement learning algorithms. Scientific Data, 9 (1) 693. doi: 10.1038/s41597-022-01784-7 |
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2022 Journal Article Deep learning DCE-MRI parameter estimation: Application in pancreatic cancerOttens, Tim, Barbieri, Sebastiano, Orton, Matthew R., Klaassen, Remy, van Laarhoven, Hanneke W.M., Crezee, Hans, Nederveen, Aart J., Zhen, Xiantong and Gurney-Champion, Oliver J. (2022). Deep learning DCE-MRI parameter estimation: Application in pancreatic cancer. Medical Image Analysis, 80 102512, 102512-80. doi: 10.1016/j.media.2022.102512 |
