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2020 – today
- 2025
[j8]Nicholas I-Hsien Kuo
, Blanca Gallego, Louisa Jorm:
Attention-based synthetic data generation for calibration-enhanced survival analysis: A case study for chronic kidney disease using electronic health records. J. Biomed. Informatics 172: 104928 (2025)- [c1]Nicholas I-Hsien Kuo, Blanca Gallego, Louisa R. Jorm:
Masked Clinical Modelling: A Framework for Synthetic and Augmented Survival Data Generation. MedInfo 2025: 633-637 - [i17]Nicholas I-Hsien Kuo, Blanca Gallego, Louisa Jorm:
Attention-Based Synthetic Data Generation for Calibration-Enhanced Survival Analysis: A Case Study for Chronic Kidney Disease Using Electronic Health Records. CoRR abs/2503.06096 (2025) - [i16]Nicholas I-Hsien Kuo, Blanca Gallego, Louisa Jorm:
Limits of Generative Pre-Training in Structured EMR Trajectories with Irregular Sampling. CoRR abs/2510.22878 (2025) - 2024
- [j7]Leo C. E. Huberts, Sihan Li, Victoria Blake, Louisa Jorm, Jennifer Yu, Sze-Yuan Ooi, Blanca Gallego:
Predictive analytics for cardiovascular patient readmission and mortality: An explainable approach. Comput. Biol. Medicine 174: 108321 (2024) - [i15]Bokang Bi, Leibo Liu, Sanja Lujic, Louisa Jorm, Óscar Pérez Concha:
Harmonising the Clinical Melody: Tuning Large Language Models for Hospital Course Summarisation in Clinical Coding. CoRR abs/2409.14638 (2024) - [i14]Nicholas I-Hsien Kuo, Blanca Gallego, Louisa Jorm:
Masked Clinical Modelling: A Framework for Synthetic and Augmented Survival Data Generation. CoRR abs/2410.16811 (2024) - [i13]Nicholas I-Hsien Kuo, Blanca Gallego, Louisa Jorm:
CK4Gen: A Knowledge Distillation Framework for Generating High-Utility Synthetic Survival Datasets in Healthcare. CoRR abs/2410.16872 (2024) - 2023
- [j6]Leibo Liu, Óscar Pérez Concha, Anthony N. Nguyen, Vicki Bennett, Louisa Jorm:
Automated ICD coding using extreme multi-label long text transformer-based models. Artif. Intell. Medicine 144: 102662 (2023) - [j5]Nicholas I-Hsien Kuo, Federico Garcia, Anders Sönnerborg, Michael Böhm, Rolf Kaiser, Maurizio Zazzi, Mark N. Polizzotto, Louisa Jorm, Sebastiano Barbieri:
Generating synthetic clinical data that capture class imbalanced distributions with generative adversarial networks: Example using antiretroviral therapy for HIV. J. Biomed. Informatics 144: 104436 (2023) - [j4]Oisin Fitzgerald, Óscar Pérez Concha, Blanca Gallego Luxan, Alejandro Metke-Jimenez, Lachlan Rudd, Louisa Jorm:
Continuous time recurrent neural networks: Overview and benchmarking at forecasting blood glucose in the intensive care unit. J. Biomed. Informatics 146: 104498 (2023) - [i12]Nicholas I-Hsien Kuo, Louisa Jorm, Sebastiano Barbieri:
Synthetic Health-related Longitudinal Data with Mixed-type Variables Generated using Diffusion Models. CoRR abs/2303.12281 (2023) - [i11]Oisin Fitzgerald, Óscar Pérez Concha, Blanca Gallego Luxan, Alejandro Metke-Jimenez, Lachlan Rudd, Louisa Jorm:
Continuous time recurrent neural networks: overview and application to forecasting blood glucose in the intensive care unit. CoRR abs/2304.07025 (2023) - [i10]Victoria Blake, Louisa Jorm, Jennifer Yu, Astin Lee, Blanca Gallego, Sze-Yuan Ooi:
The Cardiac Analytics and Innovation (CardiacAI) Data Repository: An Australian data resource for translational cardiovascular research. CoRR abs/2304.09341 (2023) - 2022
- [j3]Leibo Liu, Óscar Pérez Concha, Anthony N. Nguyen, Vicki Bennett, Louisa Jorm:
Hierarchical label-wise attention transformer model for explainable ICD coding. J. Biomed. Informatics 133: 104161 (2022) - [j2]Leibo Liu, Óscar Pérez Concha, Anthony N. Nguyen, Vicki Bennett, Louisa Jorm:
De-identifying Australian hospital discharge summaries: An end-to-end framework using ensemble of deep learning models. J. Biomed. Informatics 135: 104215 (2022) - [i9]Nicholas I-Hsien Kuo, Mark N. Polizzotto, Simon Finfer, Federico Garcia, Anders Sönnerborg, Maurizio Zazzi, Michael Böhm, Louisa Jorm, Sebastiano Barbieri:
The Health Gym: Synthetic Health-Related Datasets for the Development of Reinforcement Learning Algorithms. CoRR abs/2203.06369 (2022) - [i8]Leibo Liu, Óscar Pérez Concha, Anthony N. Nguyen, Vicki Bennett, Louisa Jorm:
Hierarchical Label-wise Attention Transformer Model for Explainable ICD Coding. CoRR abs/2204.10716 (2022) - [i7]Nicholas I-Hsien Kuo, Louisa Jorm, Sebastiano Barbieri:
Generating Synthetic Clinical Data that Capture Class Imbalanced Distributions with Generative Adversarial Networks: Example using Antiretroviral Therapy for HIV. CoRR abs/2208.08655 (2022) - [i6]Juan C. Quiroz, David Brieger, Louisa Jorm, Raymond W. Sy, Benjumin Hsu, Blanca Gallego:
Predicting adverse outcomes following catheter ablation treatment for atrial fibrillation. CoRR abs/2211.11965 (2022) - [i5]Leibo Liu, Óscar Pérez Concha, Anthony N. Nguyen, Vicki Bennett, Louisa Jorm:
Automated ICD Coding using Extreme Multi-label Long Text Transformer-based Models. CoRR abs/2212.05857 (2022) - 2021
- [j1]Oisin Fitzgerald, Óscar Pérez Concha, Blanca Gallego, Manoj K. Saxena, Lachlan Rudd, Alejandro Metke-Jimenez, Louisa Jorm:
Incorporating real-world evidence into the development of patient blood glucose prediction algorithms for the ICU. J. Am. Medical Informatics Assoc. 28(8): 1642-1650 (2021) - [i4]Leibo Liu, Óscar Pérez Concha, Anthony N. Nguyen, Vicki Bennett, Louisa Jorm:
De-identifying Hospital Discharge Summaries: An End-to-End Framework using Ensemble of De-Identifiers. CoRR abs/2101.00146 (2021) - [i3]Nicholas I-Hsien Kuo, Mark N. Polizzotto, Simon Finfer, Louisa Jorm, Sebastiano Barbieri:
Synthetic Acute Hypotension and Sepsis Datasets Based on MIMIC-III and Published as Part of the Health Gym Project. CoRR abs/2112.03914 (2021) - 2020
- [i2]Sebastiano Barbieri, Suneela Mehta, Billy Wu, Chrianna Bharat, Katrina Poppe, Louisa Jorm, Rod Jackson:
Predicting cardiovascular risk from national administrative databases using a combined survival analysis and deep learning approach. CoRR abs/2011.14032 (2020)
2010 – 2019
- 2019
- [i1]Sebastiano Barbieri, Óscar Pérez Concha, Sradha Kotwal, Martin Gallagher, Angus Ritchie, Louisa Jorm:
A Deep Representation of Longitudinal EMR Data Used for Predicting Readmission to the ICU and Describing Patients-at-Risk. CoRR abs/1905.08547 (2019)
Coauthor Index
aka: Blanca Gallego Luxan
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