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Application of machine learning methods to diagnosis of neurological disorders from medical records
Diagnosis of patients with neurological disorders such as stroke and non-stroke, seizure or no seizure and multiple sclerosis can be difficult for...
Supervisor: Professor Thanh Phan
Bayesian approach to penumbral imaging
Traditionally, the ischemic penumbra has been analyses using volumetric approach. Information on neuroanatomy and vascular anatomy are not used in...
Supervisor: Professor Thanh Phan
Determining gender balance in clinical trials
Clinical trials have been criticized for not having gender balance. However, there is a lack of understanding of the reasons why this may have...
Supervisor: Professor Thanh Phan
Image classfication for diagnosis of neurological disorders-Deep Dive
The deep learning revolution has generated much interest in its use in medicine. Deep learning belongs to a family of machine learning tools and...
Supervisor: Professor Thanh Phan
Learning clinical features from patterns on PET scan in patients with dementia
Dementia affects every corner of the globe and has an estimate prevalence between 40-50 million people around the world. It affects an estimate of...
Supervisor: Professor Thanh Phan
Mapping infarct location in patients with visual field deficit
Stroke affecting the visual pathway cause considerable disability due to impairment of visual field and driving. Previous study have suggested that...
Supervisor: Professor Thanh Phan
Mapping the territory of the anterior choroidal artery
The anterior choroidal artery is a branch of the internal carotid artery and to a lesser extent the middle cerebral artery. It supplies the area from...
Supervisor: Professor Thanh Phan
Natural history of TIA like presentation of migraine
Migraine is a common disorder with estimated age adjusted prevalence of 19089 per 100000 (https://gntem3.shinyapps.io/msglobal/). It is more common...
Supervisor: Professor Thanh Phan
Phenotyping patients with neurological disorders using machine learning
To date neurological disorders have been studied and evaluated using a list based on the frequencies of symptoms and signs. This approach is not...
Supervisor: Professor Thanh Phan
Pregnancy-associated Stroke
Pregnancy-associated stroke (is an uncommon condition affecting 0.02% pregnant patients. It is an important condition as maternal death from stroke...
Supervisor: Professor Thanh Phan
Relationship between plaque and carotid artery anatomy and geometry
Atherosclerotic disease of large arteries such as the carotid artery is responsible for one-quarter of stroke cases. The traditional Framingham...
Supervisor: Professor Thanh Phan
Safety of Monash Health Minor Stroke Pathway (MS-Home)
Ischemic stroke is due to a clot blocking a blood vessel impeding delivery of blood and nutrients. It can manifest as transient ischemic attack (TIA...
Supervisor: Professor Thanh Phan
Trajectory of neurological decline in patients with intracerebral hemorrhage
Intracerebral hemorrhage (ICH) is due to bleeding in the brain and occurs in 15% of stroke. The Glasgow Coma Score is often used to monitor the...
Supervisor: Professor Thanh Phan
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