
Overview
Background
Professor Guido Zuccon is a Professorial Research Fellow at The University of Queensland, Electrical Engineering and Computer Science School, the AI DIrector for the Queensland Digital Health Centre (QDHeC), an Affiliate Professor at the UQ Centre for Health Services Research, Faculty of Medicine, and an Honorary Reader at Strathclyde University (UK). He leads the Information Engineering Lab (ielab), a research team working in Information Retrieval and Health Data Science. He was an ARC DECRA Fellow (2018-2020).
Guido's main research interests are Information Retrieval, Health Search, Formal Models of Search and Search Interaction, and Health Data Science. He has successfully attracted funding from the ARC via an ARC Discovery Early Career Research Award Fellowship and an ARC Discoverty Project. His research has also been funded by Google (Google Research Awards program), Grain Research and Development Corporation (GRDC), Microsoft (Microsoft Azure for Research Award), the CSIRO (research gifts and PhD Students Top-up scholarships), the Australian Academy of Science (FASIC program), the European Science Foundation, and Neusoft Corporation.
Guido has published more than 100 peer-reviewed research articles at conferences and in journals, in information retrieval and health informatics; of these more than 30 are ranked in the top 10% of his filed (field weighted average) and more than 10 are ranked in the top 1%. He has won best papers award at AIRS 2017 (“Automatic Query Generation from Legal Texts for Case Law Retrieval”), CLEF 2016 (“Assessors agreement: A case study across assessor type, payment levels, query variations and relevance dimensions”), ALTA 2015 (“Analysis of Word Embeddings and Sequence Features for Clinical Information Extraction”), and ECIR 2012 (“Top-k retrieval using facility location analysis”). His research on people using search engines to seek health advice on the web has been widely disseminated by the media (190+ national and international newspaper articles, 10+ TV and radio interviews in 2015; see the media page coverage for that project). Guido is the Consumer Health Search task leader for the CLEF eHealth Evaluation Lab, since 2014. He is one of the TREC 2019 Decision Track organisers: this is an international evaluation effort in Information Retrieval that aims to investigate how people use search engines to make decisions (with a focus in 2019 on consumer health search). Guido has provided scientific tutorials to other researchers in his field at ACM SIGIR 2015 and 2018, ACM CIKM 2015, ACM ICTIR 2016, RUSSIR 2018, WSDM 2019.
Guido has reviewed for top journals and conferences in his field, including ACM TOIS, FnTIR, JASIST, IRJ, ACM TIST, ACM TWEB, IP&M, ACM SIGIR,ACM CIKM, ACM ICTIR, ACM WSDM, WWW, ECIR, ACM SIG-PODS. He was awarded the Best Reviewer Award at ECIR 2014. He has served as general chair, program chair, workshop chair and publicity chair for conferences in his research field, including ADCS (either PC Chair or General Chair in 2013, 2014, 2017), AIRS 2015 (General Chair), ECIR 2015 (Workshop Chair) and WSDM 2019 (publicity chair). Dr Zuccon is the Information co-Director for ACM SIGIR and was one of the recognised IR leaders invited to participate to the 3rd Strategic Workshop in Information Retrieval (SWIRL III, 2018).
Before joining the University of Queensland, Guido was a Lecturer (2014-2017) and Senior Lecturer (2017-2018) at the Queensland University of Technology, Australia, and a Post Doctoral Research Fellow at the Australian E-Health Research Centre (AEHRC), CSIRO (2011-2014), Australia. He received a Ph.D. in Computer Science at the University of Glasgow, UK (2012), focusing on Formal Models of Information Retrieval based on Quantum Theory, and a M.Comp.Eng. summa cum laude at the University of Padova, Italy (2007).
Availability
- Professor Guido Zuccon is:
- Available for supervision
Fields of research
Qualifications
- Doctor of Philosophy, University of Glasgow
Research interests
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Formal models of Information Retrieval
Models of search, information seeking and interactions; Semantic models of search; Exploiting word embeddings and deep learning in Information Retrieval; Evaluation of Information Retrieval (including task-based evaluation)
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Medical/Health Information Retrieval and Data Science
Retrieval models and strategies for consumers searching the web for health advise; Retrieval models and strategies for cohort identification for clinical trials from electronic medical records; Retrieval models and strategies for clinical decision support and evidence-based medicine; Models, approaches and strategies for automating systematic reviews, in particular with respect to the search phase health search evaluation; Semantic models for health data science, including automatic and bootstrapped generation and exploitation of health knowledge graph
Works
Search Professor Guido Zuccon’s works on UQ eSpace
2019
Conference Publication
CLEF ehealth 2019 evaluation lab
Kelly, Liadh, Goeuriot, Lorraine, Suominen, Hanna, Neves, Mariana, Kanoulas, Evangelos, Spijker, Rene, Azzopardi, Leif, Li, Dan, Jimmy, Palotti, João and Zuccon, Guido (2019). CLEF ehealth 2019 evaluation lab. 41st European Conference on Information Retrieval, ECIR 2019, Cologne, Germany, 14 - 18 April 2019. Heidelberg, Germany: Springer. doi: 10.1007/978-3-030-15719-7_36
2019
Other Outputs
Taskiir_study_data
Zuccon, Guido, Deacon, Anthony and Koopman, Bevan (2019). Taskiir_study_data. The University of Queensland. (Dataset) doi: 10.14264/uql.2019.279
2019
Conference Publication
Ielab at the open-source IR replicability challenge 2019
Scells, Harrisen and Zuccon, Guido (2019). Ielab at the open-source IR replicability challenge 2019. 2019 Open-Source IR Replicability Challenge, OSIRRC 2019, Paris, France, 21-25 July, 2019. CEUR-WS.
2019
Conference Publication
Health card retrieval for consumer health search an empirical investigation of methods
Jimmy,, Zuccon, Guido, Koopman, Bevan and Demartini, Gianluca (2019). Health card retrieval for consumer health search an empirical investigation of methods. CIKM '19: Proceedings of the 28th ACM International Conference on Information and Knowledge Management, Beijing, China, November, 2019. New York, New York, USA: Association for Computing Machinery. doi: 10.1145/3357384.3358128
2019
Conference Publication
UQ IElab at TREC 2019 Decision Track
Jimmy, and Zuccon, Guido (2019). UQ IElab at TREC 2019 Decision Track. 28th Text REtrieval Conference, TREC 2019, Gaithersburg, MD, United States, 13-15 November 2019. National Institute of Standards and Technology (NIST).
2019
Conference Publication
Overview of the CLEF eHealth Evaluation Lab 2019
Kelly, Liadh, Suominen, Hanna, Goeuriot, Lorraine, Neves, Mariana, Kanoulas, Evangelos, Li, Dan, Azzopardi, Leif, Spijker, Rene, Zuccon, Guido, Scells, Harrisen and Palotti, João (2019). Overview of the CLEF eHealth Evaluation Lab 2019. 10th International Conference of the CLEF Association, CLEF 2019, Lugano, Switzerland, 9-12 September 2019. Cham, Switzerland: Springer Verlag. doi: 10.1007/978-3-030-28577-7_26
2018
Journal Article
An analysis of evaluation campaigns in ad-hoc medical information retrieval: CLEF eHealth 2013 and 2014
Goeuriot, Lorraine, Jones, Gareth J. F., Kelly, Liadh, Leveling, Johannes, Lupu, Mihai, Palotti, Joao and Zuccon, Guido (2018). An analysis of evaluation campaigns in ad-hoc medical information retrieval: CLEF eHealth 2013 and 2014. Information Retrieval Journal, 21 (6), 507-540. doi: 10.1007/s10791-018-9331-4
2018
Journal Article
The impact of a search engine on clinical decisions under time and system effectiveness constraints: research protocol
van der Vegt, Anton, Zuccon, Guido, Koopman, Bevan and Deacon, Anthony (2018). The impact of a search engine on clinical decisions under time and system effectiveness constraints: research protocol. JMIR Research Protocols, 8 (5) e12803, e12803-213. doi: 10.2196/12803
2018
Journal Article
Task-oriented search for evidence-based medicine
Koopman, Bevan, Russell, Jack and Zuccon, Guido (2018). Task-oriented search for evidence-based medicine. International Journal on Digital Libraries, 19 (2-3), 217-229. doi: 10.1007/s00799-017-0209-7
2018
Journal Article
Extracting cancer mortality statistics from death certificates: a hybrid machine learning and rule-based approach for common and rare cancers
Koopman, Bevan, Zuccon, Guido, Nguyen, Anthony, Bergheim, Anton and Grayson, Narelle (2018). Extracting cancer mortality statistics from death certificates: a hybrid machine learning and rule-based approach for common and rare cancers. Artificial Intelligence in Medicine, 89, 1-9. doi: 10.1016/j.artmed.2018.04.011
2018
Journal Article
A task completion framework to support single-interaction IR research
van der Vegt, Anton, Zuccon, Guido, Koopman, Bevan and Bruza, Peter (2018). A task completion framework to support single-interaction IR research. Journal of Documentation, 74 (2), 289-308. doi: 10.1108/jd-09-2017-0128
2018
Book Chapter
Economic models of interaction
Azzopardi, Leif and Zuccon, Guido (2018). Economic models of interaction. Computational interaction. (pp. 311-339) Oxford, United Kingdom: Oxford University Press. doi: 10.1093/oso/9780198799603.003.0012
2018
Conference Publication
MM: a new framework for multidimensional evaluation of search engines
Palotti, Joao, Zuccon, Guido and Hanbury, Allan (2018). MM: a new framework for multidimensional evaluation of search engines. 27th ACM International Conference on Information and Knowledge Management, CIKM 2018, Torino, Italy, 22-26 October 2018. New York, NY, United States: Association for Computing Machinery. doi: 10.1145/3269206.3269261
2018
Conference Publication
SIGIR 2018 tutorial on health search (HS2018): a full-day from consumers to clinicians
Zuccon, Guido and Koopman, Bevan (2018). SIGIR 2018 tutorial on health search (HS2018): a full-day from consumers to clinicians. 41st International ACM SIGIR Conference on Research & Development in Information Retrieval, Ann Arbor, MI, USA, 8-12 July 2018. New York, NY, USA: ACM Press. doi: 10.1145/3209978.3210188
2018
Conference Publication
Query variation performance prediction for systematic reviews
Scells, Harrisen, Azzopardi, Leif, Zuccon, Guido and Koopman, Bevan (2018). Query variation performance prediction for systematic reviews. The 41st International ACM SIGIR Conference on Research & Development in Information Retrieval, Ann Arbor, MI, USA, 8-12 July 2018. New York, NY, USA: ACM Press. doi: 10.1145/3209978.3210078
2018
Conference Publication
Generating better queries for systematic reviews
Scells, Harrisen and Zuccon, Guido (2018). Generating better queries for systematic reviews. 41st International ACM SIGIR Conference on Research & Development in Information Retrieval, Ann Arbor, MI, United States, 8-12 July 2018. New York, NY, United States: ACM Press. doi: 10.1145/3209978.3210020
2018
Conference Publication
Linking patents to knowledge sources: a context matching technique using automatic patent classification
Seneviratne, Dilesha, Geva, Shlomo, Zuccon, Guido, Ferraro, Gabriela and Meireles, Magali (2018). Linking patents to knowledge sources: a context matching technique using automatic patent classification. 23rd Australasian Document Computing Symposium, ADCS 2018, Dunedin, New Zealand, 11-12 December 2018. New York, NY, United States: Association for Computing Machinery. doi: 10.1145/3291992.3291994
2018
Conference Publication
An information retrieval experiment framework for domain specific applications
Scells, Harrisen, Locke, Daniel and Zuccon, Guido (2018). An information retrieval experiment framework for domain specific applications. 41st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2018, Ann Arbor, MI, United States, 8-12 July 2018. New York, NY, United States: ACM Press. doi: 10.1145/3209978.3210167
2018
Conference Publication
Overview of the CLEF eHealth evaluation lab 2018
Suominen, Hanna, Kelly, Liadh, Goeuriot, Lorraine, Névéol, Aurélie, Ramadier, Lionel, Robert, Aude, Kanoulas, Evangelos, Spijker, Rene, Azzopardi, Leif, Li, Dan, Jimmy, Palotti, João and Zuccon, Guido (2018). Overview of the CLEF eHealth evaluation lab 2018. 9th International Conference of the Conference and Labs of the Evaluation Forum (CLEF 2018), Avignon, France, 10-14 September 2018. Cham, Switzerland: Springer International Publishing. doi: 10.1007/978-3-319-98932-7_26
2018
Conference Publication
Searchrefiner: a query visualisation and understanding tool for systematic reviews
Scells, Harrisen and Zuccon, Guido (2018). Searchrefiner: a query visualisation and understanding tool for systematic reviews. 27th ACM International Conference on Information and Knowledge Management, CIKM 2018, Torino, Italy, 22-26 October 2018. New York, NY, United States: Association for Computing Machinery. doi: 10.1145/3269206.3269215
Funding
Current funding
Supervision
Availability
- Professor Guido Zuccon is:
- Available for supervision
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Supervision history
Current supervision
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Doctor Philosophy
Evidence-based Large Language Models as Health Information Mediators
Principal Advisor
Other advisors: Mr Anton Van Der Vegt
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Doctor Philosophy
Summarisation of Healthcare Information
Principal Advisor
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Doctor Philosophy
Advanced Query Representation and Feedback Methods for Neural Information Retrieval
Principal Advisor
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Doctor Philosophy
Data Mining on Many-to-Many Complex Relationships
Principal Advisor
Other advisors: Professor Xue Li
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Doctor Philosophy
Large Language Models for Search
Principal Advisor
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Doctor Philosophy
Symptom Checkers, Search Engines and Conversational Agents for Online Health Information Seeking
Principal Advisor
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Doctor Philosophy
AI-driven Effective Query Formulation for Better Systematic Reviews
Principal Advisor
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Doctor Philosophy
AI-driven Automated Systematic Reviews
Principal Advisor
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Doctor Philosophy
Optimizing Large Language Models for Healthcare Question Answering
Associate Advisor
Other advisors: Dr Teerapong Leelanupab
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Doctor Philosophy
Sample sub-group algorithm bias analysis for machine learning evaluation in the clinical domain
Associate Advisor
Other advisors: Professor Clair Sullivan, Dr Andrew Mallett, Mr Anton Van Der Vegt, Professor Emma McBryde
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Doctor Philosophy
Human-centered verification of language model outputs
Associate Advisor
Other advisors: Dr Joel Mackenzie, Professor Tim Miller
Completed supervision
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2023
Doctor Philosophy
Teaching Pre-trained Language Models to Rank Effectively, Efficiently, and Robustly
Principal Advisor
Other advisors: Dr Joel Mackenzie
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2023
Doctor Philosophy
Recommending Data Visualizations: Tackling Diversification and Data Quality Challenges
Principal Advisor
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2022
Doctor Philosophy
Electronic Health Record Representation for Similarity Computing
Principal Advisor
Other advisors: Professor Xue Li
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2020
Doctor Philosophy
Search Engines that Help People Make Better Health Decisions
Principal Advisor
Other advisors: Professor Gianluca Demartini
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2020
Doctor Philosophy
Minimal interaction Information Retrieval: A theoretical framework with applications in clinical decision support
Principal Advisor
Other advisors: Professor Xue Li
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2024
Doctor Philosophy
Exploring Facets of Model Generalizability on Out-of-Distribution Data
Associate Advisor
Other advisors: Associate Professor Mahsa Baktashmotlagh
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2024
Doctor Philosophy
A Study of Active Learning for Named Entity Recognition
Associate Advisor
Other advisors: Professor Gianluca Demartini
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Media
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