ielab member

Anton van der Vegt

Research StaffAlumni

Postdoctoral Research Fellow, UQ. Graduated from UQ (sponsored by CSIRO); Thesis -- Minimal interaction Information Retrieval - a theoretical framework with applications in clinical decision support.

Projects

AgAsk Clara Information Access Systems for Clinicians Conversational Search QUIET

Publications (34)

As listed on Google Scholar (since 2019) · metadata via OpenAlex · updated 2026-06-12 Google Scholar OpenAlex

2026

5 publications

A scoping review of silent trials for medical artificial intelligence
Lana Tikhomirov, Carolyn Semmler, Noah Prizant, Srijan Bhasin, Georgia Kenyon, Anton van der Vegt, Lauren Erdman, Nikhil Cherian Kurian, Humphrey Thompson, Lyle J. Palmer, Abdullahi Mohamud, Judy Wawira Gichoya et al.

Nature Health · 2026

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Assessing the effectiveness of artificial intelligence education and training for healthcare workers: a systematic review
Leanna Woods, Kayley Lyons, Anton van der Vegt, Quita Olsen, Wenyao Huang, Johnson S. Khor, Nancy Xu, Clair Sullivan

BMC Medical Education · 2026

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How can we prevent clinical deskilling when using AI?
I Scott, A van der Vegt, P Douglas

BMJ Quality & Safety · 2026
On the impact of retrieved content representations in RAG Pipelines
JJ Ross, B Koopman, A van der Vegt, G Zuccon

arXiv preprint arXiv:2605.30790 · 2026
Using workload capacity indicators to evaluate rule-based early warning tools and their relationship to escalation events
Anton van der Vegt, Victoria Campbell, Imogen Mitchell, Oliver Redfern, Christian Subbe, Roger Conway, Arthas Flabouris, Robin Blythe, Rudolf J Schnetler, Christopher H. Perkins, Naitik Mehta MHServMgt, Ian Scott

Digital Health · 2026

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2025

12 publications

CANAIRI: the Collaboration for Translational Artificial Intelligence Trials in healthcare
Melissa D. McCradden, Alex John London, Judy Wawira Gichoya, Mark Sendak, Lauren Erdman, Ian Stedman, Lauren Oakden‐Rayner, Ismail Akrout, James A. Anderson, Lesley-Anne Farmer, Robert Greer, Anna Goldenberg et al.

Nature Medicine · 2025
Factors underpinning the performance of implemented artificial intelligence-based patient deterioration prediction systems: reasons for selection and implications for hospitals and researchers
Anton van der Vegt, Victoria Campbell, Shuyi Wang, James Malycha, Ian Scott

Journal of the American Medical Informatics Association · 2025

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False hope of a single generalisable AI sepsis prediction model: bias and proposed mitigation strategies for improving performance based on a retrospective multisite cohort study
Rudolf J Schnetler, Anton van der Vegt, Vikrant R Kalke, Paul Lane, Ian Scott

BMJ Quality & Safety · 2025
Using generative artificial intelligence in clinical practice: a narrative review and proposed agenda for implementation
Ian Scott, Sandeep Reddy, Tanya Kelly, Tim Miller, Anton van der Vegt

The Medical Journal of Australia · 2025

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Presenting Artificial Intelligence Predictions Based on Electronic Medical Records to Clinicians in Hospitals: A Systematic Review
Monica Noselli, Anton van der Vegt, Maxime Cordeil, Victoria Campbell, Audrey P. Wang, Amith Shetty, Ian Scott

IEEE Journal of Biomedical and Health Informatics · 2025
Preparing healthcare organisations for using artificial intelligence effectively
Ian Scott, Anton van der Vegt, Stephen Canaris, Paul Nolan, Keren Pointon

Australian Health Review · 2025

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RARR Unraveled: Component-Level Insights into Hallucination Detection and Mitigation
J. E. Ross, Ekaterina Khramtsova, Anton van der Vegt, Bevan Koopman, Guido Zuccon

2025

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Streamlining electronic medical record data extraction and validation in digital hospitals: A systematic review to identify optimal approaches and methods
Han Chang Lim, Howard W Wong, Reji Philip, Anton van der Vegt, Kim‐Kwang Raymond Choo, Jason D. Pole, Clair Sullivan

Learning Health Systems · 2025

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A novel, standardised approach to balancing effectiveness, efficiency and utility of surveillance AI prediction models for hospitalised patients using sepsis prediction as an exemplar
Anton van der Vegt, Victoria Campbell, Robert Webb, Balasubramanian Venkatesh, Paul Lane, Kathryn Wilks, Steven McPhail, Michael J. Rice, Tara Isaacs, Ahmad Abdel‐Hafez, Stephen Whebell, Adam Irwin et al.

Journal of the American Medical Informatics Association · 2025

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Clinicians’ perspectives on the design of early warning systems presenting AI-based multiple outputs for clinical deterioration: A qualitative analysis
Monica Noselli, Anton van der Vegt, Maxime Cordeil, Victoria Campbell, Ian Scott

Research Square · 2025

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How can we promote greater adoption of AI in healthcare?
Ian Scott, Kathrin Cresswell, Robin Williams, Anton van der Vegt

BMJ Quality & Safety · 2025
Proposing a novel Seriously Deteriorated Patient Indicator (SDPI) for hospitalised ward patients
Anton van der Vegt, Victoria Campbell, Imogen Mitchell, James Malycha, Ian A. Scott, Arthas Flabouris, Naitik Mehta, Rudolf J Schnetler, Christopher R Andersen, Daryl Jones

medRxiv · 2025

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2024

4 publications

Implementing AI in Hospitals to Achieve a Learning Health System: Systematic Review of Current Enablers and Barriers
Amir Kamel Rahimi, Oliver Pienaar, Moji Ghadimi, Oliver J. Canfell, Jason D. Pole, Sally Shrapnel, Anton van der Vegt, Clair Sullivan

Journal of Medical Internet Research · 2024

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Achieving large-scale clinician adoption of AI-enabled decision support
Ian Scott, Anton van der Vegt, Paul Lane, Steven McPhail, Farah Magrabi

BMJ Health & Care Informatics · 2024

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Seamless EMR data access: Integrated governance, digital health and the OMOP-CDM
Christine Mary Hallinan, Roger Ward, Graeme K. Hart, Clair Sullivan, Nicole Pratt, Ashley P. Ng, Daniel Capurro, Anton van der Vegt, Siaw‐Teng Liaw, J. Oliver Daly, Blanca Gallego Luxan, David Bunker et al.

BMJ Health & Care Informatics · 2024

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Intensive care unit admission criteria: a scoping review
James R. Soares, Catherine Leung, Victoria Campbell, Anton van der Vegt, James Malycha, Chris Andersen

Journal of the Intensive Care Society · 2024

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2023

7 publications

Implementation frameworks for end-to-end clinical AI: derivation of the SALIENT framework
Anton van der Vegt, Ian Scott, Krishna Dermawan, Rudolf J Schnetler, Vikrant R Kalke, Paul Lane

Journal of the American Medical Informatics Association · 2023

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Deployment of machine learning algorithms to predict sepsis: systematic review and application of the SALIENT clinical AI implementation framework
Anton van der Vegt, Ian Scott, Krishna Dermawan, Rudolf J Schnetler, Vikrant R Kalke, Paul Lane

Journal of the American Medical Informatics Association · 2023

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Systematic review and longitudinal analysis of implementing Artificial Intelligence to predict clinical deterioration in adult hospitals: what is known and what remains uncertain
Anton van der Vegt, Victoria Campbell, Imogen Mitchell, James Malycha, Joanna Simpson, Tracy Flenady, Arthas Flabouris, Paul Lane, Naitik Mehta, Vikrant R Kalke, Jovie A Decoyna, Nicholas Es’haghi et al.

Journal of the American Medical Informatics Association · 2023

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Machine learning clinical prediction models for acute kidney injury: the impact of baseline creatinine on prediction efficacy
Amir Kamel Rahimi, Moji Ghadimi, Anton van der Vegt, Oliver J. Canfell, Jason D. Pole, Clair Sullivan, Sally Shrapnel

BMC Medical Informatics and Decision Making · 2023

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Why clinical artificial intelligence is (almost) non‐existent in Australian hospitals and how to fix it
Anton van der Vegt, Victoria Campbell, Guido Zuccon

The Medical Journal of Australia · 2023

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AgAsk: an agent to help answer farmer’s questions from scientific documents
Bevan Koopman, Ahmed Mourad, Hang Li, Anton van der Vegt, Shengyao Zhuang, Simon Gibson, Yash P. Dang, D. J. Lawrence, Guido Zuccon

International Journal on Digital Libraries · 2023

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Integrated Data Governance, Digital Health, and the Common Data Model (OMOP-CDM)
Christine Mary Hallinan, Roger Ward, Graeme K. Hart, Clair Sullivan, Nicole Pratt, Ashley P. Ng, Daniel Capurro, Anton van der Vegt, Siaw‐Teng Liaw, J. Oliver Daly, Blanca Gallego Luxan, David Bunker et al.

Research Square · 2023

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2022

1 publication

Toward a Learning Health Care System: A Systematic Review and Evidence-Based Conceptual Framework for Implementation of Clinical Analytics in a Digital Hospital
Han Chang Lim, Jodie A Austin, Anton van der Vegt, Amir Kamel Rahimi, Oliver J. Canfell, Jayden Mifsud, Jason D. Pole, Michael Barras, Tobias Hodgson, Sally Shrapnel, Clair Sullivan

Applied Clinical Informatics · 2022

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2020

3 publications

Do better search engines really equate to better clinical decisions? If not, why not?
Anton van der Vegt, Guido Zuccon, Bevan Koopman

Journal of the Association for Information Science and Technology · 2020
How searching under time pressure impacts clinical decision making
Anton van der Vegt, Guido Zuccon, Bevan Koopman, Anthony Deacon

Journal of the Medical Library Association JMLA · 2020

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Minimal interaction Information Retrieval: a theoretical framework with applications in clinical decision support
Anton van der Vegt

The University of Queensland · 2020

2019

2 publications

Impact of a Search Engine on Clinical Decisions Under Time and System Effectiveness Constraints: Research Protocol
Anton van der Vegt, Guido Zuccon, Bevan Koopman, Anthony Deacon

JMIR Research Protocols · 2019

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Learning Inter-Sentence, Disorder-Centric, Biomedical Relationships from Medical Literature.
Anton van der Vegt, Guido Zuccon, Bevan Koopman

PubMed · 2019

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