By Professor Blanca Gallego Luxan

Book Chapters

Kang KL; Blake V; Welberry H; Fitzgerald O; Greenberg J; Ooi SY; Gallego B, 2026, 'AI-Based Prediction of Clinical Deterioration in Hospitalised Cardiac Patients', in , pp. 478 - 479, http://dx.doi.org/10.3233/SHTI260201

Kuo NIH; Gallego B; Jorm LR, 2025, 'Masked Clinical Modelling: A Framework for Synthetic and Augmented Survival Data Generation', in , pp. 633 - 637, http://dx.doi.org/10.3233/SHTI250917

Gallego B; Concha ÓP; Lin FPY; Coiera EW, 2012, 'Exploring the role of pathology test results in the prediction of remaining days of hospitalisation.', in , pp. 45 - 50

Gallego B; Lenzen M, 2009, 'Estimating Generalized Regional Input–Output Systems: A Case Study of Australia', in The Dynamics of Regions and Networks in Industrial Ecosystems, Edward Elgar Publishing, http://dx.doi.org/10.4337/9781848449374.00014

Journal articles

Blake V; Novak J; Miller M; Ooi S-Y; Gallego B, 2026, 'CUI-Curate: a GraphRAG-based framework for automated clinical concept curation for NLP applications', Journal of the American Medical Informatics Association, pp. ocag110, http://dx.doi.org/10.1093/jamia/ocag110

Kuo NIH; Barbieri S; Arnott C; Gallego B; Gandomkar Z; Ferdousi S; Douglas K; Woodward M; Jorm L, 2026, 'Estimating 5-year absolute risk of cardiovascular disease using routinely collected electronic medical records from Australian general practices', Heart, 112, pp. 674 - 683, http://dx.doi.org/10.1136/heartjnl-2025-325776

Blake V; Miller M; Novak J; Ooi SY; Gallego B, 2026, 'CUI-Curate: A Framework for Automated Clinical Concept Selection from the Unified Medical Language System', Studies in Health Technology and Informatics, 336, pp. 1041 - 1042, http://dx.doi.org/10.3233/SHTI260341

Kuo NIH; Gallego B; Jorm LR, 2026, 'Limits of Generative Pre-Training in Structured EMR Trajectories with Irregular Sampling', Studies in Health Technology and Informatics, 336, pp. 554 - 558, http://dx.doi.org/10.3233/SHTI260232

Kuo NIH; Hill F; Arnott C; Douglas K; Barbieri S; Ferdousi S; Gandomkar Z; Gallego-Luxan B; Woodward M; Jorm L, 2026, 'Initiators of Semaglutide in General Practice in New South Wales, 2020–2023: A Retrospective Cohort Study', Heart Lung and Circulation, 35, pp. 554 - 562, http://dx.doi.org/10.1016/j.hlc.2025.09.012

Barraclough JY; Gandomkar Z; Fletcher RA; Barbieri S; Kuo NIH; Rodgers A; Douglas K; Poppe KK; Woodward M; Luxan BG; Neal B; Jorm L; Brennan P; Arnott C, 2026, 'Predicting cardiovascular events from routine mammograms using machine learning', Heart, 112, pp. 261 - 269, http://dx.doi.org/10.1136/heartjnl-2025-325705

Liu L; Blake V; Barman M; Gallego B; Churches T; Kennedy G; Ooi SY; Delaney GP; Jorm L, 2026, 'Using natural language processing to extract information from clinical text in electronic medical records for populating clinical registries: a systematic review', Journal of the American Medical Informatics Association, 33, pp. 484 - 499, http://dx.doi.org/10.1093/jamia/ocaf176

Eggleton S; Ryan J; Gallego B, 2026, 'Deep learning in the early diagnosis of acute aortic dissection', Frontiers in Cardiovascular Medicine, 13, http://dx.doi.org/10.3389/fcvm.2026.1828870

Eggleton S; Gallego B; Ryan J, 2026, 'AI Generated Synthetic Electrocardiograms Demonstrate Morphological Preservation', Heart Lung and Circulation, 35, pp. s397, http://dx.doi.org/10.1016/j.hlc.2026.07.593

Blake V; Craig S; Thomson M; Gallego B; Yu J; Jorm L; Lovell N; Ooi S, 2026, 'Human-Centred Co-Design of a Clinical Heart Failure Dashboard', Heart Lung and Circulation, 35, pp. s408 - s409, http://dx.doi.org/10.1016/j.hlc.2026.07.610

Kuo NIH; Gallego B; Jorm L, 2025, 'Attention-based synthetic data generation for calibration-enhanced survival analysis: A case study for chronic kidney disease using electronic health records', Journal of Biomedical Informatics, 172, http://dx.doi.org/10.1016/j.jbi.2025.104928

Lenzen M; Li M; Malik A; Pomponi F; Sun YY; Wiedmann T; Faturay F; Fry J; Gallego B; Geschke A; Gómez-Paredes J; Kanemoto K; Kenway S; Nansai K; Prokopenko M; Wakiyama T; Wang Y; Yousefzadeh M, 2025, 'Correction: Global socio-economic losses and environmental gains from the Coronavirus pandemic (PLoS ONE (2020) 15:7 (e0235654) DOI: 10.1371/journal.pone.0235654)', Plos One, 20, pp. e0331926, http://dx.doi.org/10.1371/journal.pone.0331926

Miller M; Jorm L; Gallego B, 2025, 'Data-driven identification of urgent surgical procedures for use in trauma outcomes measurement', Trauma Surgery and Acute Care Open, 10, http://dx.doi.org/10.1136/tsaco-2025-001783

Schuler T; Roderick S; Wong S; Kejda A; Grimberg K; Lowe T; Kipritidis J; Back M; Bergamin S; Carroll S; Hruby G; Jayamanne D; Kneebone A; Lamoury G; Morgia M; Stevens M; Brown C; Gallego B; Porter B; Booth J; Eade T, 2025, 'Real-World Implementation of Simulation-Free Radiation Therapy (SFRT-1000): A Propensity Score-Matched Analysis of 1000 Consecutive Palliative Courses Delivered in Routine Care', International Journal of Radiation Oncology Biology Physics, 121, pp. 585 - 595, http://dx.doi.org/10.1016/j.ijrobp.2024.09.041

Khalifa M; Magrabi F; Gallego B, 2025, 'Validating and updating GRASP: An evidence-based framework for grading and assessment of clinical predictive tools', Computer Methods and Programs in Biomedicine Update, 7, http://dx.doi.org/10.1016/j.cmpbup.2024.100161

Chen T; Loo C; Salvador-Carulla L; Jorm LR; Srasuebkul P; Sara G; Quiroz JC; Gallego B, 2024, 'Factors associated with electroconvulsive therapy treatment for adults with serious psychiatric conditions in Australia', Australian and New Zealand Journal of Psychiatry, 58, pp. 809 - 820, http://dx.doi.org/10.1177/00048674241266067

Miller M; Jorm L; Partyka C; Burns B; Habig K; Oh C; Immens S; Ballard N; Gallego B, 2024, 'Identifying prehospital trauma patients from ambulance patient care records; comparing two methods using linked data in New South Wales, Australia', Injury, 55, http://dx.doi.org/10.1016/j.injury.2024.111570

Huberts LCE; Li S; Blake V; Jorm L; Yu J; Ooi SY; Gallego B, 2024, 'Predictive analytics for cardiovascular patient readmission and mortality: An explainable approach', Computers in Biology and Medicine, 174, pp. 108321, http://dx.doi.org/10.1016/j.compbiomed.2024.108321

Blake V; Jorm L; Yu J; Lee A; Gallego B; Ooi SY, 2024, 'Data Resource Profile: The Cardiac Analytics and Innovation (CardiacAI) Data Repository', International Journal of Epidemiology, 53, http://dx.doi.org/10.1093/ije/dyae040

Quiroz JC; Brieger D; Jorm LR; Sy RW; Hsu B; Gallego B, 2024, 'Predicting Adverse Outcomes Following Catheter Ablation Treatment for Atrial Flutter/Fibrillation', Heart Lung and Circulation, 33, pp. 470 - 478, http://dx.doi.org/10.1016/j.hlc.2023.12.016

Hallinan CM; Ward R; Hart GK; Sullivan C; Pratt N; Ng AP; Capurro D; Van Der Vegt A; Liaw ST; Daly O; Luxan BG; Bunker D; Boyle D, 2024, 'Seamless EMR data access: Integrated governance, digital health and the OMOP-CDM', BMJ Health and Care Informatics, 31, http://dx.doi.org/10.1136/bmjhci-2023-100953

Fitzgerald O; Perez-Concha O; Gallego-Luxan B; Rudd L; Jorm L, 2023, 'The relationship between hyperglycaemia on admission and patient outcome is modified by hyperlactatemia and diabetic status: a retrospective analysis of the eICU collaborative research database', Scientific Reports, 13, http://dx.doi.org/10.1038/s41598-023-43044-7

Fitzgerald O; Perez-Concha O; Gallego-Luxan B; Metke-Jimenez A; Rudd L; Jorm L, 2023, 'Continuous time recurrent neural networks: Overview and benchmarking at forecasting blood glucose in the intensive care unit', Journal of Biomedical Informatics, 146, http://dx.doi.org/10.1016/j.jbi.2023.104498

Liu L; Perez-Concha O; Nguyen A; Bennett V; Blake V; Gallego B; Jorm L, 2023, 'Web-Based Application Based on Human-in-the-Loop Deep Learning for Deidentifying Free-Text Data in Electronic Medical Records: Development and Usability Study', Interactive Journal of Medical Research, 12, pp. e46322, http://dx.doi.org/10.2196/46322

Schuler T; King C; Matsveru T; Back M; Clark K; Chin D; Lilian R; Gallego B; Coiera E; Currow DC, 2023, 'Wearable-Triggered Ecological Momentary Assessments Are Feasible in People With Advanced Cancer and Their Family Caregivers: Feasibility Study from an Outpatient Palliative Care Clinic at a Cancer Center', Journal of Palliative Medicine, 26, pp. 980 - 985, http://dx.doi.org/10.1089/jpm.2022.0535

Salis Z; Gallego B; Sainsbury A, 2023, 'Researchers in rheumatology should avoid categorization of continuous predictor variables', BMC medical research methodology, 23, http://dx.doi.org/10.1186/s12874-023-01926-4

Salis Z; Gallego B; Nguyen TV; Sainsbury A, 2023, 'Association of Decrease in Body Mass Index With Reduced Incidence and Progression of the Structural Defects of Knee Osteoarthritis: A Prospective Multi-Cohort Study', Arthritis and Rheumatology, 75, pp. 533 - 543, http://dx.doi.org/10.1002/art.42307

Blake V; Yu J; Jorm L; Ooi S; Gallego-Luxan B, 2023, 'Cardiac Analytics and Innovation (CardiacAI): An EMR Data Resource for Translational Cardiovascular Research', Heart Lung and Circulation, 32, pp. s350, http://dx.doi.org/10.1016/j.hlc.2023.06.799

Hwang H; Quiroz JC; Gallego B, 2022, 'Assessing the effectiveness of empirical calibration under different bias scenarios', BMC Medical Research Methodology, 22, http://dx.doi.org/10.1186/s12874-022-01687-6

Liu J; Gallego B; Barbieri S, 2022, 'Incorporating uncertainty in learning to defer algorithms for safe computer-aided diagnosis', Scientific Reports, 12, http://dx.doi.org/10.1038/s41598-022-05725-7

Jin X; Ding C; Hunter DJ; Gallego B, 2022, 'Effectiveness of vitamin D supplementation on knee osteoarthritis - A target trial emulation study using data from the Osteoarthritis Initiative cohort', Osteoarthritis and Cartilage, 30, pp. 1495 - 1505, http://dx.doi.org/10.1016/j.joca.2022.06.005

Quiroz JC; Brieger D; Jorm LR; Sy RW; Falster MO; Gallego B, 2022, 'An Observational Study of Clinical and Health System Factors Associated With Catheter Ablation and Early Ablation Treatment for Atrial Fibrillation in Australia', Heart Lung and Circulation, 31, pp. 1269 - 1276, http://dx.doi.org/10.1016/j.hlc.2022.04.049

Jin X; Gallego Luxan B; Hanly M; Pratt NL; Harris I; de Steiger R; Graves SE; Jorm L, 2022, 'Estimating incidence rates of periprosthetic joint infection after hip and knee arthroplasty for osteoarthritis using linked registry and administrative health data', Bone and Joint Journal, 104 B, pp. 1060 - 1066, http://dx.doi.org/10.1302/0301-620X.104B9.BJJ-2022-0116.R1

Zhu J; Gallego B, 2022, 'Causal inference for observational longitudinal studies using deep survival models', Journal of Biomedical Informatics, 131, http://dx.doi.org/10.1016/j.jbi.2022.104119

Miller M; Bootland D; Jorm L; Gallego B, 2022, 'Improving ambulance dispatch triage to trauma: A scoping review using the framework of development and evaluation of clinical prediction rules', Injury, 53, pp. 1746 - 1755, http://dx.doi.org/10.1016/j.injury.2022.03.020

Quiroz JC; Chard T; Sa Z; Ritchie A; Jorm L; Gallego B, 2022, 'Extract, transform, load framework for the conversion of health databases to OMOP', Plos One, 17, http://dx.doi.org/10.1371/journal.pone.0266911

Salis Z; Sainsbury A; I. Keen H; Gallego B; Jin X, 2022, 'Weight loss is associated with reduced risk of knee and hip replacement: a survival analysis using Osteoarthritis Initiative data', International Journal of Obesity, 46, pp. 874 - 884, http://dx.doi.org/10.1038/s41366-021-01046-3

Almendra-Pegueros R; Troncoso-Pantoja C; Fernández-Villa T; Gamero A; Pérez-Armijo P; Petermann-Rocha F; Pérez-Esteve É; Brito NB; Camacho-López S; Pérez-López A; Nava-González EJ; Apolinar-Jiménez E; Lozano Lorca M; Gallego BR; Kammar-García A; Navarrete-Muñoz EM, 2022, 'Challenges of nutrition and dietetics in sexual and gender diversity', Revista Espanola De Nutricion Humana Y Dietetica, 26, pp. 242 - 245, http://dx.doi.org/10.14306/renhyd.26.4.1853

Salis Z; Keen H; Gallego B; Nguyen TV; Sainsbury-Salis A, 2022, 'OP0227 WEIGHT LOSS IS ASSOCIATED WITH REDUCED INCIDENCE AND PROGRESSION OF STRUCTURAL DEFECTS IN KNEE OSTEOARTHRITIS, AS ASSESSED BY RADIOGRAPHY OVER 4 TO 5 YEARS: A PROSPECTIVE MULTI-COHORT STUDY', Annals of the Rheumatic Diseases, 81, pp. 149 - 150, http://dx.doi.org/10.1136/annrheumdis-2022-eular.811

Zhu J; Gallego B, 2021, 'Evolution of disease transmission during the COVID-19 pandemic: patterns and determinants', Scientific Reports, 11, http://dx.doi.org/10.1038/s41598-021-90347-8

Castelyn G; Laranjo L; Schreier G; Gallego B, 2021, 'Predictive performance and impact of algorithms in remote monitoring of chronic conditions: A systematic review and meta-analysis', International Journal of Medical Informatics, 156, http://dx.doi.org/10.1016/j.ijmedinf.2021.104620

Garrido CC; Gallego BR; García JCS; Martín JC; Troya MM; Blanque RR, 2021, 'The effect of therapeutic hypothermia after cardiac arrest on the neurological outcome and survival—a systematic review of rcts published between 2016 and 2020', International Journal of Environmental Research and Public Health, 18, http://dx.doi.org/10.3390/ijerph182211817

Fitzgerald O; Perez-Concha O; Gallego B; Saxena MK; Rudd L; Metke-Jimenez A; Jorm L, 2021, 'Incorporating real-world evidence into the development of patient blood glucose prediction algorithms for the ICU', Journal of the American Medical Informatics Association, 28, pp. 1642 - 1650, http://dx.doi.org/10.1093/jamia/ocab060

Pérez S; García-Alandete J; Gallego B; Marco JH, 2021, 'Characteristics and unidimensionality of non-suicidal self-injury in a community sample of Spanish adolescents', Psicothema, 33, pp. 251 - 258, http://dx.doi.org/10.7334/psicothema2020.249

Kennedy G; Rihari-Thomas J; Dras M; Gallego B, 2020, 'Developing a deep learning system to drive the work of the critical care outreach team', medRxiv

Khalifa M; Magrabi F; Luxan BG, 2020, 'Evaluating the Impact of the Grading and Assessment of Predictive Tools Framework on Clinicians and Health Care Professionals’ Decisions in Selecting Clinical Predictive Tools: Randomized Controlled Trial', Journal of Medical Internet Research, 22, pp. e15770, http://dx.doi.org/10.2196/15770

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