Dr Anton Pak ~ Adjunct Research Fellow
Australian Institute of Tropical Health & Medicine
- About
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- Research Disciplines
- Socio-Economic Objectives
Anton Pak is a Research Fellow in Applied Economics and Data Science at the Australian Institute of Tropical Health and Medicine, James Cook University. Anton is an applied economist by training and his research interests focus on the behaviour of patients and their choices, health workforce, utilisation of emergency department services, and primary care. He examines empirical questions by utilising health economics theory and concepts and by analysing large panel and cross-sectional datasets (including linked data) using classical econometrics techniques, as well as machine learning methods. Anton also supports collaboration across JCU Colleges and Townsville Hospital providing health economics and data analysis advice.
Before commencing at JCU in 2019, Anton completed his PhD in Economics from the University of Queensland. Previously, he worked as a business and research consultant in private and public sectors.
See my publications at https://sites.google.com/view/antonpak/research
- Publications
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These are the most recent publications associated with this author. To see a detailed profile of all publications stored at JCU, visit ResearchOnline@JCU. Hover over Altmetrics badges to see social impact.
- Journal Articles
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- Gwaka J, Demafo M, N’konzi J, Pak A, Olumoh J, Elfaki F and Adegboye O (2023) Machine-Learning Approach for Risk Estimation and Risk Prediction of the Effect of Climate on Bovine Respiratory Disease. Mathematics, 11 (6).
- Pak A and Gannon B (2023) The effect of neighbourhood and spatial crime rates on mental wellbeing. Empirical Economics, 64. pp. 99-134
- Adegboye O, Adekunle A, Pak A, Gayawan E, Leung D, Rojas D, Elfaki F, McBryde E and Eisen D (2021) Change in outbreak epicentre and its impact on the importation risks of COVID-19 progression: a modelling study. Travel Medicine and Infectious Disease, 40.
- Pak A, Adegboye O, Eisen D and McBryde E (2021) Hospitalisations related to lower respiratory tract infections in Northern Queensland. Australian and New Zealand Journal of Public Health, 45 (5). pp. 430-436
- Pak A, Eisen D, McBryde E and Adegboye O (2021) Hospitalisation for lower respiratory tract infection is associated with an increased incidence of acute myocardial infarction and stroke in tropical Northern Australia. Scientific Reports, 11.
- Pak A and Gannon B (2021) Do access, quality and cost of general practice affect emergency department use? Health Policy, 125 (4). pp. 504-511
- Pak A, McBryde E and Adegboye O (2021) Does high public trust amplify compliance with stringent COVID-19 government health guidelines? A multi-country analysis using data from 102,627 individuals. Risk Management and Healthcare Policy, 14. pp. 293-302
- Pak A, Gannon B and Staib A (2021) Predicting waiting time to treatment for emergency department patients. International Journal of Medical Informatics, 145.
- McBryde E, Meehan M, Adegboye O, Adekunle A, Caldwell J, Pak A, Rojas D, Williams B and Trauer J (2020) Role of modelling in COVID-19 policy development. Paediatric Respiratory Reviews, 35. pp. 57-60
- Pak A, Adegboye O, Adekunle A, Rahman K, McBryde E and Eisen D (2020) Economic Consequences of the COVID-19 Outbreak: the Need for Epidemic Preparedness. Frontiers in Public Health, 8.
- Araral E, Pak A, Pelizzo R and Wu X (2019) Neo‐patrimonialism and corruption: evidence from 8,436 firms in 17 countries in Sub‐Saharan Africa. Public Administration Review, 79 (4). pp. 580-590
- Book Chapters
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- Gayawan E, Adekunle A, Pak A and Adegboye O (2022) Statistical Approaches to Infectious Diseases Modelling in Developing Countries: A Case of COVID-19. In: Promoting Statistical Practice and Collaboration in Developing Countries. CRC Press, Abingdon, England, pp. 557-581
- More
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ResearchOnline@JCU stores 20+ research outputs authored by Dr Anton Pak from 2015 onwards.
- Current Funding
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Current and recent Research Funding to JCU is shown by funding source and project.
Emergency Medicine Foundation - Rural and Remote Grant
ED waiting time predictions in real-time: development of data acquisition system and performance evaluation of advanced statistical models.
- Indicative Funding
- $36,733 over 1 year (administered by Metro South Hospital and Health Service)
- Summary
- Emergency department (ED) waiting times are a significant predictor of the patient experience. This project aims to use advanced statistical models and machine-learning algorithms to capture dynamic fluctuations in waiting time, to implement and validate the prediction performance of these models. A solution that is capable of sourcing data from ED information systems and feed it into prediction models to generate waiting time forecasts would bring practical benefits for staff and patients. There is also potential to assist clinicians and nurses to estimate demand for care and calibrate workflow.
- Investigators
- Andrew Staib, Anton Pak and Kelly Trinh in collaboration with Rob Eley and Brenda Gannon (Metro South Hospital and Health Service, Australian Institute of Tropical Health & Medicine, College of Science & Engineering and The University of Queensland)
- Keywords
- Waiting time prediction; Data acquisition system; Machine learning; Emergency department
- Supervision
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Advisory Accreditation: I can be on your Advisory Panel as a Primary or Secondary Advisor.
These Higher Degree Research projects are either current or by students who have completed their studies within the past 5 years at JCU. Linked titles show theses available within ResearchOnline@JCU.
- Current
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- Environmental and socio-demographic predictors of Bacteraemia in North Queensland (PhD , Secondary Advisor)
- Collaboration
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The map shows research collaborations by institution from the past 7 years.
Note: Map points are indicative of the countries or states that institutions are associated with.- 5+ collaborations
- 4 collaborations
- 3 collaborations
- 2 collaborations
- 1 collaboration
- Indicates the Tropics (Torrid Zone)
Connect with me
- Location
- Advisory Accreditation
- Primary Advisor
- Find me on…
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My research areas
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