Select Publications
Book Chapters
2017, 'Imaging of lymph nodes', in Hamm B; Forstner R; Cunha TM (ed.), MRI and CT of the female pelvis, Springer, Cham, Switzerland, pp. 369 - 379, http://dx.doi.org/10.1007/174_2017_64
,2010, 'On the Reliability of Diffusion Neuroimaging', in Marta Del-Ben C (ed.), Neuroimaging, IntechOpen
,2009, 'A variational approach to the registration of tensor-valued images', in Aja-Fernández S; de Luis García R; Tao D; Li X (ed.), Tensors in Image Processing and Computer Vision, Springer, London, pp. 59 - 77
,Journal articles
2024, 'Enriching Data Science and Health Care Education: Application and Impact of Synthetic Data Sets Through the Health Gym Project', JMIR Medical Education, 10, http://dx.doi.org/10.2196/51388
,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, http://dx.doi.org/10.1016/j.drugpo.2023.104287
,2024, 'Association of Opioid Analgesics, Benzodiazepines, Gabapentinoids, and Opioid Agonist Treatment With Mortality Among Individuals With Opioid Dependence', Drug and Alcohol Dependence, 260, pp. 110845 - 110845, http://dx.doi.org/10.1016/j.drugalcdep.2023.110845
,2024, 'TCT-210 Machine Learning Cluster Analysis Identifies Increased 12-Month Mortality Risk in Transcatheter Aortic Valve Replacement Recipients', Journal of the American College of Cardiology, 84, pp. B20 - B20, http://dx.doi.org/10.1016/j.jacc.2024.09.246
,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, pp. e26168, http://dx.doi.org/10.1002/jia2.26168
,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, http://dx.doi.org/10.1016/j.jbi.2023.104436
,2023, 'Associations of Breast Arterial Calcifications with Cardiovascular Disease', Journal of Women's Health, 32, pp. 529 - 545, http://dx.doi.org/10.1089/jwh.2022.0394
,2023, 'Corrigendum to ‘National trends in retreatment of HCV due to reinfection or treatment failure in Australia’ (J Hepatol [2023] 260–270) (Journal of Hepatology (2023) 78(2) (260–270), (S016882782203118X), (10.1016/j.jhep.2022.09.011))', Journal of Hepatology, 78, pp. 1084, http://dx.doi.org/10.1016/j.jhep.2023.02.020
,2023, 'Increasing national trend of direct-acting antiviral discontinuation among people treated for HCV 2016-2021', Hepatology Communications, 7, pp. e0125, http://dx.doi.org/10.1097/HC9.0000000000000125
,2023, 'National trends in retreatment of HCV due to reinfection or treatment failure in Australia', Journal of Hepatology, 78, pp. 260 - 270, http://dx.doi.org/10.1016/j.jhep.2022.09.011
,2022, 'Incorporating uncertainty in learning to defer algorithms for safe computer-aided diagnosis', Scientific Reports, 12, http://dx.doi.org/10.1038/s41598-022-05725-7
,2022, 'The Health Gym: synthetic health-related datasets for the development of reinforcement learning algorithms', Scientific Data, 9, http://dx.doi.org/10.1038/s41597-022-01784-7
,2022, 'Trends in opioid analgesic utilisation among people with a history of opioid dependence', Drug and Alcohol Dependence, 238, http://dx.doi.org/10.1016/j.drugalcdep.2022.109548
,2022, 'Deep learning DCE-MRI parameter estimation: Application in pancreatic cancer', Medical Image Analysis, 80, http://dx.doi.org/10.1016/j.media.2022.102512
,2022, 'A Machine Learning Approach to Predict the Added-Sugar Content of Packaged Foods', Journal of Nutrition, 152, pp. 343 - 349, http://dx.doi.org/10.1093/jn/nxab341
,2021, 'The effect of person, treatment and prescriber characteristics on retention in opioid agonist treatment: a 15-year retrospective cohort study', Addiction, 116, pp. 3139 - 3152, http://dx.doi.org/10.1111/add.15514
,2021, 'Using administrative data to predict cessation risk and identify novel predictors among new entrants to opioid agonist treatment', Drug and Alcohol Dependence, 228, http://dx.doi.org/10.1016/j.drugalcdep.2021.109091
,2021, 'Improved unsupervised physics-informed deep learning for intravoxel incoherent motion modeling and evaluation in pancreatic cancer patients', Magnetic Resonance in Medicine, 86, pp. 2250 - 2265, http://dx.doi.org/10.1002/mrm.28852
,2021, 'Psychotropic medicine prescribing and polypharmacy for people with dementia entering residential aged care: the influence of changing general practitioners', Medical Journal of Australia, 215, pp. 130 - 136, http://dx.doi.org/10.5694/mja2.51153
,2021, 'The impact of dementia on aged care service transitions in the last five years of life', Age and Ageing, 50, pp. 1159 - 1165, http://dx.doi.org/10.1093/ageing/afaa254
,2021, 'Big data and predictive modelling for the opioid crisis: existing research and future potential', The Lancet Digital Health, 3, pp. e397 - e407, http://dx.doi.org/10.1016/S2589-7500(21)00058-3
,2021, 'Medications used disproportionately during pregnancy: Priorities for research on the risks and benefits of medications when used during pregnancy', Pharmacoepidemiology and Drug Safety, 30, pp. 53 - 64, http://dx.doi.org/10.1002/pds.5131
,2021, 'Predicting cardiovascular risk from national administrative databases using a combined survival analysis and deep learning approach', International Journal of Epidemiology
,2020, 'Benchmarking Deep Learning Architectures for Predicting Readmission to the ICU and Describing Patients-at-Risk', Scientific Reports, 10, pp. 1111, http://dx.doi.org/10.1038/s41598-020-58053-z
,2020, 'Impact of Prior Home Care on Length of Stay in Residential Care for Australians With Dementia', Journal of the American Medical Directors Association, 21, pp. 843 - 850.e5, http://dx.doi.org/10.1016/j.jamda.2019.11.023
,2020, 'Measuring dementia incidence within a cohort of 267,153 older Australians using routinely collected linked administrative data', Scientific Reports, 10, pp. 1 - 14, http://dx.doi.org/10.1038/s41598-020-65273-w
,2020, 'Deep learning how to fit an intravoxel incoherent motion model to diffusion-weighted MRI', Magnetic Resonance in Medicine, 83, pp. 312 - 321, http://dx.doi.org/10.1002/mrm.27910
,2019, 'Travel times to hospitals in Australia', Scientific Data, 6, http://dx.doi.org/10.1038/s41597-019-0266-4
,2018, 'Enhancing patient value efficiently: Medical history interviews create patient satisfaction and contribute to an improved quality of radiologic examinations', PLoS ONE, 13, http://dx.doi.org/10.1371/journal.pone.0203807
,2018, 'Comparison of six fit algorithms for the intravoxel incoherent motion model of diffusionweighted magnetic resonance imaging data of pancreatic cancer patients', PLoS ONE, 13, http://dx.doi.org/10.1371/journal.pone.0194590
,2017, 'Functional and targeted lymph node imaging in prostate cancer: Current status and future challenges', Radiology, 285, pp. 728 - 743, http://dx.doi.org/10.1148/radiol.2017161517
,2017, 'Selection for biopsy of kidney transplant patients by diffusion-weighted MRI', European Radiology, 27, pp. 4336 - 4344, http://dx.doi.org/10.1007/s00330-017-4814-z
,2017, 'Differentiation of prostate cancer lesions with high and with low Gleason score by diffusion-weighted MRI', European Radiology, 27, pp. 1547 - 1555, http://dx.doi.org/10.1007/s00330-016-4449-5
,2016, 'Diffusion-weighted imaging outside the brain: Consensus statement from an ISMRM-sponsored workshop', Journal of Magnetic Resonance Imaging, 44, pp. 521 - 540, http://dx.doi.org/10.1002/jmri.25196
,2016, 'Comparison of intravoxel incoherent motion parameters across MR imagers and field strengths: Evaluation in upper abdominal organs', Radiology, 279, pp. 784 - 794, http://dx.doi.org/10.1148/radiol.2015151244
,2016, 'High signal intensity in dentate nucleus and globus pallidus on unenhanced T1-weighted MR images in three patients with impaired renal function and vascular calcification', Contrast Media and Molecular Imaging, 11, pp. 245 - 250, http://dx.doi.org/10.1002/cmmi.1683
,2016, 'Impact of the calculation algorithm on biexponential fitting of diffusion-weighted MRI in upper abdominal organs', Magnetic Resonance in Medicine, 75, pp. 2175 - 2184, http://dx.doi.org/10.1002/mrm.25765
,2013, 'Comparison of four shape features for detecting hippocampal shape changes in early Alzheimer's', Statistical Methods in Medical Research, 22, pp. 439 - 462, http://dx.doi.org/10.1177/0962280212448975
,2013, 'Reconstruction of White Matter Tracts via Repeated Deterministic Streamline Tracking - Initial Experience', PLoS ONE, 8, http://dx.doi.org/10.1371/journal.pone.0063082
,2012, 'DTI segmentation via the combined analysis of connectivity maps and tensor distances', NeuroImage, 60, pp. 1025 - 1035, http://dx.doi.org/10.1016/j.neuroimage.2012.01.076
,2012, 'Atlas-based fiber reconstruction from diffusion tensor MRI data', International Journal of Computer Assisted Radiology and Surgery, 7, pp. 959 - 967, http://dx.doi.org/10.1007/s11548-012-0774-6
,2011, 'Segmentation of fiber tracts based on an accuracy analysis on diffusion tensor software phantoms', NeuroImage, 55, pp. 532 - 544, http://dx.doi.org/10.1016/j.neuroimage.2010.12.069
,2011, 'Boundary estimation of fiber bundles derived from diffusion tensor images', International Journal of Computer Assisted Radiology and Surgery, 6, pp. 1 - 11, http://dx.doi.org/10.1007/s11548-010-0423-x
,'The effect of opioid analgesics, benzodiazepines, gabapentinoids, and opioid agonist treatment on mortality risk among opioid-dependent people.', International journal of population data science, 7
,Conference Papers
2024, 'Generic and Robust Quantitative MRI Parameter Estimation using Neural Controlled Differential Equations', in ISMRM Annual Meeting, ISMRM, presented at 2024 ISMRM & ISMRT Annual Meeting, 04 May 2024 - 09 May 2024, http://dx.doi.org/10.58530/2024/1204
,2023, 'Quantitative MRI Parameter Estimation using Neural Controlled Differential Equations: Proof-of-Concept in Intra-voxel Incoherent Motion', in ISMRM Annual Meeting, ISMRM, presented at 2023 ISMRM & ISMRT Annual Meeting, 03 June 2023 - 08 June 2023, http://dx.doi.org/10.58530/2023/5184
,2022, 'Deep learning DCE-MRI parameter estimation: Application in pancreatic cancer', in ISMRM Annual Meeting, ISMRM, presented at Joint Annual Meeting ISMRM-ESMRMB ISMRT 31st Annual Meeting, 07 May 2022 - 12 May 2022, http://dx.doi.org/10.58530/2022/4910
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