Select Publications
Book Chapters
, 2025, 'Exploring Prompt-Based Large Language Model (LLM) Approach for Medication Error-Related Named Entity Recognition in Medical Incident Reports', in , pp. 738 - 742, http://dx.doi.org/10.3233/SHTI250938
, 2024, 'Exploring Offline Large Language Models for Clinical Information Extraction: A Study of Renal Histopathological Reports of Lupus Nephritis Patients', in , pp. 899 - 903, http://dx.doi.org/10.3233/SHTI240557
, 2024, 'Rule-Based Natural Language Processing Pipeline to Detect Medication-Related Named Entities: Insights for Transfer Learning', in , pp. 584 - 588, http://dx.doi.org/10.3233/SHTI231032
, 2022, 'Annotation Guidelines for Medication Errors in Incident Reports: Validation Through a Mixed Methods Approach', in , pp. 354 - 358, http://dx.doi.org/10.3233/SHTI220095
, 2022, 'Automatic Patient Fall Outcome Extraction Using Narrative Incident Reports', in , pp. 724 - 728, http://dx.doi.org/10.3233/SHTI220173
, 2021, '"japan LIVE Dashboard" r COVID-19: A Scalable Solution o Monitor Real-Time d Regional-Level Epidemic Case Data', in , pp. 21 - 25, http://dx.doi.org/10.3233/SHTI210629
, 2019, 'Exploring hidden in-hospital fall clusters from incident reports using text analytics', in , pp. 1526 - 1527, http://dx.doi.org/10.3233/SHTI190517
, 2019, 'Classification Scheme for Incident Reports of Medication Errors', in Studies in Health Technology and Informatics, pp. 113 - 118, http://dx.doi.org/10.3233/SHTI190148
Journal articles
, 2025, 'A pathway from fragmentation to interoperability through standards-based enterprise architecture to enhance patient safety', Npj Digital Medicine, 8, http://dx.doi.org/10.1038/s41746-025-01442-3
, 2025, 'Developing a named entity framework for thyroid cancer staging and risk level classification using large language models', Npj Digital Medicine, 8, http://dx.doi.org/10.1038/s41746-025-01528-y
, 2025, 'Privacy preserving strategies for electronic health records in the era of large language models', Npj Digital Medicine, 8, http://dx.doi.org/10.1038/s41746-025-01429-0
, 2025, 'Reaching the unreached through an integrated communicable disease dashboard', Npj Digital Medicine, 8, http://dx.doi.org/10.1038/s41746-025-01558-6
, 2025, 'Situating governance and regulatory concerns for generative artificial intelligence and large language models in medical education', Npj Digital Medicine, 8, http://dx.doi.org/10.1038/s41746-025-01721-z
, 2025, 'Cardiometabolic adverse effects of long-term antipsychotic treatment in children and adolescents with non-psychotic disorders: a systematic review of available evidence', European Child and Adolescent Psychiatry, http://dx.doi.org/10.1007/s00787-025-02771-0
, 2024, 'A large dataset of annotated incident reports on medication errors', Scientific Data, 11, http://dx.doi.org/10.1038/s41597-024-03036-2
, 2024, 'Factors influencing presentation delay among cancer patients: a cross-sectional study in Malaysia', BMC Public Health, 24, http://dx.doi.org/10.1186/s12889-024-18643-2
, 2024, 'Utilizing active learning strategies in machine-assisted annotation for clinical named entity recognition: a comprehensive analysis considering annotation costs and target effectiveness', Journal of the American Medical Informatics Association, 31, pp. 2632 - 2640, http://dx.doi.org/10.1093/jamia/ocae197
, 2024, 'Evaluating Artificial Intelligence in Clinical Settings—Let Us Not Reinvent the Wheel', Journal of Medical Internet Research, 26, http://dx.doi.org/10.2196/46407
, 2024, 'Impact of dynamic parameter of trends in vital signs on the prediction of serious events in hospitalized patients -a retrospective observational study.', Resusc Plus, 18, pp. 100628, http://dx.doi.org/10.1016/j.resplu.2024.100628
, 2023, 'The need to strengthen the evaluation of the impact of Artificial Intelligence-based decision support systems on healthcare provision', Health Policy, 136, http://dx.doi.org/10.1016/j.healthpol.2023.104889
, 2023, 'Protocol for the automatic extraction of epidemiological information via a pre-trained language model', STAR Protocols, 4, http://dx.doi.org/10.1016/j.xpro.2023.102392
, 2023, 'Customised Peripheral Corneal Cross-linking (P-CXL) for Ultra-thin Corneas with Stage III and IV Keratoconus', Seminars in Ophthalmology, 38, pp. 630 - 637, http://dx.doi.org/10.1080/08820538.2023.2179407
, 2022, 'The Role of Formative Evaluation in Promoting Digitally-based Health Equity and Reducing Bias for Resilient Health Systems: The Case of Patient Portals', Yearbook of Medical Informatics, 31, pp. 33 - 39, http://dx.doi.org/10.1055/s-0042-1742498
, 2022, 'Epidemiologic information discovery from open-access COVID-19 case reports via pretrained language model', Iscience, 25, http://dx.doi.org/10.1016/j.isci.2022.105079
, 2022, 'Identifying and addressing digital health risks associated with emergency pandemic response: Problem identification, scoping review, and directions toward evidence-based evaluation', International Journal of Medical Informatics, 157, http://dx.doi.org/10.1016/j.ijmedinf.2021.104639
, 2021, 'Evaluating resampling methods and structured features to improve fall incident report identification by the severity level', Journal of the American Medical Informatics Association, 28, pp. 1756 - 1764, http://dx.doi.org/10.1093/jamia/ocab048
, 2021, 'Managing Pandemic Responses with Health Informatics – Challenges for Assessing Digital Health Technologies A Joint Position Paper from the IMIA Technology Assessment & Quality Development in Health Informatics Working Group and EFMI Working Group for Assessment of Health Information Systems', Yearbook of Medical Informatics, 30, pp. 56 - 60, http://dx.doi.org/10.1055/s-0041-1726490
, 2021, 'A Cost Projection of Scheduled Physician Home-Visit Services in Japan: 2014 to 2064', Journal of Aging and Social Policy, 33, pp. 692 - 707, http://dx.doi.org/10.1080/08959420.2020.1777835
, 2021, 'Rapid impact assessments of COVID-19 control measures against the Delta variant and short-term projections of new confirmed cases in Vietnam', Journal of Global Health, 11, http://dx.doi.org/10.7189/JOGH.11.03118
, 2020, 'Medication-rights detection using incident reports: A natural language processing and deep neural network approach', Health Informatics Journal, 26, pp. 1777 - 1794, http://dx.doi.org/10.1177/1460458219889798
, 2020, 'Improving patients' medication adherence and outcomes in nonhospital settings through eHealth: Systematic review of randomized controlled trials', Journal of Medical Internet Research, 22, http://dx.doi.org/10.2196/17015
, 2020, 'Long-term results of mini asymmetric radial keratotomy and corneal cross-linking for the treatment of keratoconus', Korean Journal of Ophthalmology, 33, pp. 189 - 195, http://dx.doi.org/10.3341/KJO.2018.0028
, 2020, 'The impact of performance status on tuberculosis-related death among elderly patients with lung tuberculosis: A competing risk regression analysis', Journal of Infection and Chemotherapy, 26, pp. 69 - 75, http://dx.doi.org/10.1016/j.jiac.2019.07.008
, 2019, 'Artificial Intelligence in Clinical Decision Support: Challenges for Evaluating AI and Practical Implications A Position Paper from the IMIA Technology Assessment & Quality Development in Health Informatics Working Group and the EFMI Working Group for Assessment of Health Information Systems', Yearbook of Medical Informatics, 28, pp. 128 - 134, http://dx.doi.org/10.1055/s-0039-1677903
, 2019, 'Comparison of video laryngoscopy versus direct laryngoscopy for intubation in emergency department patients with cardiac arrest: A multicentre study', Resuscitation, 136, pp. 70 - 77, http://dx.doi.org/10.1016/j.resuscitation.2018.10.005
, 2019, 'Artificial Intelligence for infectious disease Big Data Analytics', Infection Disease and Health, 24, pp. 44 - 48, http://dx.doi.org/10.1016/j.idh.2018.10.002
, 2018, 'The Safe and Effective Use of Shared Data Underpinned by Stakeholder Engagement and Evaluation Practice', Yearbook of Medical Informatics, 27, pp. 25 - 28, http://dx.doi.org/10.1055/s-0038-1641194
, 2018, 'Temporal prediction of in-hospital falls using tensor factorisation', BMJ Innovations, 4, pp. 75 - 83, http://dx.doi.org/10.1136/bmjinnov-2017-000221
, 2018, 'A Framework of Rebalancing Imbalanced Healthcare Data for Rare Events' Classification: A Case of Look-Alike Sound-Alike Mix-Up Incident Detection', Journal of Healthcare Engineering, 2018, http://dx.doi.org/10.1155/2018/6275435
, 2017, 'Comparison of algorithms to simulate disease transmission', Journal of Simulation, 11, pp. 285 - 294, http://dx.doi.org/10.1057/s41273-016-0003-3
, 2017, 'Erratum: A systematic review of early modelling studies of Ebola virus disease in West Africa - CORRIGENDUM (Epidemiology and infection (2017) 145 6 (1069-1094))', Epidemiology and Infection, 145, pp. 1961, http://dx.doi.org/10.1017/S0950268817000759
, 2017, 'A systematic review of early modelling studies of Ebola virus disease in West Africa', Epidemiology and Infection, 145, pp. 1069 - 1094, http://dx.doi.org/10.1017/S0950268817000164
, 2017, 'Context Sensitive Health Informatics: Delivering 21st Century Healthcare - Building a Quality-and-Efficiency Driven System', Studies in Health Technology and Informatics, 241-A, pp. 1 - 5, http://dx.doi.org/10.3233/978-1-61499-794-8-1
, 2017, 'Preface', Studies in Health Technology and Informatics, 241-A, pp. V
, 2016, 'Using simulation and optimisation to characterise durations of emergency department service times with incomplete data', International Journal of Production Research, 54, pp. 6494 - 6511, http://dx.doi.org/10.1080/00207543.2016.1205760
, 2016, 'Statistical classification of drug incidents due to look-alike sound-alike mix-ups', Health Informatics Journal, 22, pp. 276 - 292, http://dx.doi.org/10.1177/1460458214555040
, 2016, 'Economic evaluation of individual school closure strategies: The Hong Kong 2009 H1N1 pandemic', Plos One, 11, http://dx.doi.org/10.1371/journal.pone.0147052
, 2015, 'Efficient Heterogeneous Sampling for Stochastic Simulation with an Illustration in Healthcare Applications', Communications in Statistics-Simulation and Computation, http://dx.doi.org/10.1080/03610918.2014.977914
, 2014, 'Spatial Clustering in Public Health: Advances and Challenges', IEEE INTELLIGENT SYSTEMS, 29, pp. 65 - 68, https://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000341575700012&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a29b250adbe88d1
, 2013, 'Tracking infectious disease spread for global pandemic containment', IEEE Intelligent Systems, 28, pp. 60 - 64, http://dx.doi.org/10.1109/MIS.2013.149