Projects per year
Personal profile
University Service
Joanna Dipnall is an applied statistician with particular interests in the areas of machine and deep learning techniques. She completed her Honours in Econometrics with Monash University and PhD with IMPACT SRC, School of Medicine, Deakin University where she blended machine learning with traditinal statistical technqiues to develop Risk Index for Depression (RID). Joanna works extensively with registry and linked medical data and collaborates extensively with the Faculty of IT at Monash to supervise Masters and PhD students to integrate AI within health reasearch. Joanna is also Co-Chair of the ARDC SeRP Research Users Community of Practice.
Joanna teaches within the Monash Biostatistics Unit and is the Unit Coordinator for the Monash Masters of Health Data Analytics course. This course integrates Monash units from SPHPM, IT and Business Economics. Joanna teaches the Introduction to Health Data Analytics unit which provides a foundation for the study of Health Data Analytics by introducing key health, statistical and machine learning concepts.
She has worked externally in the commercial world as an applied researcher and statistical consultant throughout her career and started a business who was one of the first in Australia to conduct research over the internet in 1999. Joanna has taught advanced statistical methods for many years at universities and privately with ACSPRI and NZSSN.
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
External positions
Honourary Postdoctoral Research Fellow, Barwon Health
2017 → …
Network
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PRAISE: Predicting fracture outcomes from clinical Registry data using Artificial Intelligence Supplemented models for Evidence-informed treatment (PRAISE) study
Gabbe, B., Dipnall, J., Page, R. S., Du, L., Costa, M. L. & Lyons, R. A.
National Health and Medical Research Council (NHMRC) (Australia)
1/01/21 → 31/12/24
Project: Research
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T038 Ageing and Disability - Additional Analyses
Beck, B., Gabbe, B., Ekegren, C., Dipnall, J., Reeder, S., Simpson, P. & Gelaw, A.
26/03/20 → 31/08/20
Project: Research
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VSTR/VOTOR OD: Leveraging VSTR & VOTOR Outcomes Data
Gabbe, B., Simpson, P. & Dipnall, J.
1/07/19 → 30/11/19
Project: Research
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A Registry-Based Observational Cohort Study Examining Patterns of Pain and Mental Health Symptoms and Their Impact on Work or Other Activities After Injury
Giummarra, M. J., Dipnall, J. F. & Gabbe, B. J., Aug 2022, In: Rehabilitation Psychology. 67, 3, p. 405-420 16 p.Research output: Contribution to journal › Article › Research › peer-review
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Comparison of state-of-the-art machine and deep learning algorithms to classify proximal humeral fractures using radiology text
Dipnall, J. F., Lu, J., Gabbe, B. J., Cosic, F., Edwards, E., Page, R. & Du, L., Aug 2022, In: European Journal of Radiology. 153, 9 p., 110366.Research output: Contribution to journal › Article › Research › peer-review
1 Citation (Scopus) -
Corrigendum to “Risk factors for depression in Pacific adolescents in New Zealand: A network analysis” [J. Affect. Disord. 311 (2022) 373–382 (15 August), (Journal of Affective Disorders (2022) 311(373-382) (S0165032722005900), (10.1016/j.jad.2022.05.076))
Gossage, L., Narayanan, A., Dipnall, J. F., Iusitini, L., Sumich, A., Berk, M., Wrapson, W., Tautolo, E. S. & Siegert, R., 15 Oct 2022, In: Journal of Affective Disorders. 315, p. 297 1 p.Research output: Contribution to journal › Comment / Debate › Other › peer-review
Open Access -
Depression, anxiety and worry in young Pacific adults in New Zealand during the COVID-19 pandemic
Siegert, R. J., Narayanan, A., Dipnall, J., Gossage, L., Wrapson, W., Sumich, A., Merien, F., Berk, M., Paterson, J. & Tautolo, E. S., 2022, (Accepted/In press) In: Australian & New Zealand Journal of Psychiatry. 12 p.Research output: Contribution to journal › Article › Research › peer-review
1 Citation (Scopus) -
Examining the use of different sample types following decomposition to estimate year of death using bomb pulse dating
Johnstone-Belford, E., Fallon, S. J., Dipnall, J. F. & Blau, S., Jan 2022, In: Journal of Forensic and Legal Medicine. 85, 7 p., 102275.Research output: Contribution to journal › Article › Research › peer-review
1 Citation (Scopus)
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PLoS ONE (Journal)
Joanna Dipnall (Peer reviewer)
Mar 2022 → Jul 2022Activity: Publication peer-review and editorial work types › Peer review responsibility
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Processes (Journal)
Joanna Dipnall (Peer reviewer)
May 2022Activity: Publication peer-review and editorial work types › Peer review responsibility
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BMC Endocrine Disorders (Journal)
Joanna Dipnall (Peer reviewer)
Aug 2022Activity: Publication peer-review and editorial work types › Peer review responsibility
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Mathematics (Journal)
Joanna Dipnall (Guest editor)
Jan 2022 → Sep 2022Activity: Publication peer-review and editorial work types › Editorial responsibility
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Applied Sciences (Switzerland) (Journal)
Joanna Dipnall (Peer reviewer)
Jan 2022 → Jun 2022Activity: Publication peer-review and editorial work types › Peer review responsibility