Vicki Bennett
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View article: The effects of parental cardiovascular disease on children's behavioural, emotional, and social outcomes: a scoping review
The effects of parental cardiovascular disease on children's behavioural, emotional, and social outcomes: a scoping review Open
Background Several reviews indicate that children of parents with chronic conditions are more likely to report psychosomatic complaints and internalizing (e.g., depression, anxiety) and externalizing problems (e.g., attention difficulties,…
View article: Discovering linked data collections through a new national metadata platform
Discovering linked data collections through a new national metadata platform Open
Background Metadata plays a crucial role in the health research infrastructure ecosystem. Despite the abundance of metadata for data collections in Australia, the vast and diverse data custodian landscape poses challenges for linked data r…
View article: A discovery platform to improve visibility of linked data across Australia.
A discovery platform to improve visibility of linked data across Australia. Open
BackgroundMetadata plays a crucial role in the health research infrastructure ecosystem. Despite the abundance of metadata for data collections in Australia, there is no simple way for researchers to search for standardised metadata about …
View article: Automated ICD coding using extreme multi-label long text transformer-based models
Automated ICD coding using extreme multi-label long text transformer-based models Open
Encouraged by the success of pretrained Transformer models in many natural language processing tasks, their use for International Classification of Diseases (ICD) coding tasks is now actively being explored. In this study, we investigated …
View article: Web-Based Application Based on Human-in-the-Loop Deep Learning for Deidentifying Free-Text Data in Electronic Medical Records: Development and Usability Study
Web-Based Application Based on Human-in-the-Loop Deep Learning for Deidentifying Free-Text Data in Electronic Medical Records: Development and Usability Study Open
Background The narrative free-text data in electronic medical records (EMRs) contain valuable clinical information for analysis and research to inform better patient care. However, the release of free text for secondary use is hindered by …
View article: Web-Based Application Based on Human-in-the-Loop Deep Learning for Deidentifying Free-Text Data in Electronic Medical Records: Development and Usability Study (Preprint)
Web-Based Application Based on Human-in-the-Loop Deep Learning for Deidentifying Free-Text Data in Electronic Medical Records: Development and Usability Study (Preprint) Open
BACKGROUND The narrative free-text data in electronic medical records (EMRs) contain valuable clinical information for analysis and research to inform better patient care. However, the release of free text for secondary use is hindered by…
View article: Automated ICD Coding using Extreme Multi-label Long Text Transformer-based Models
Automated ICD Coding using Extreme Multi-label Long Text Transformer-based Models Open
Background: Encouraged by the success of pretrained Transformer models in many natural language processing tasks, their use for International Classification of Diseases (ICD) coding tasks is now actively being explored. In this study, we i…
View article: De-identifying Australian hospital discharge summaries: An end-to-end framework using ensemble of deep learning models
De-identifying Australian hospital discharge summaries: An end-to-end framework using ensemble of deep learning models Open
View article: Hierarchical label-wise attention transformer model for explainable ICD coding
Hierarchical label-wise attention transformer model for explainable ICD coding Open
View article: De-identifying Hospital Discharge Summaries: An End-to-End Framework using Ensemble of De-Identifiers.
De-identifying Hospital Discharge Summaries: An End-to-End Framework using Ensemble of De-Identifiers. Open
Objective:Electronic Medical Records (EMRs) contain clinical narrative text that is of great potential value to medical researchers. However, this information is mixed with Protected Health Information (PHI) that presents risks to patient …
View article: De-identifying Hospital Discharge Summaries: An End-to-End Framework using Ensemble of Deep Learning Models
De-identifying Hospital Discharge Summaries: An End-to-End Framework using Ensemble of Deep Learning Models Open
Electronic Medical Records (EMRs) contain clinical narrative text that is of great potential value to medical researchers. However, this information is mixed with Personally Identifiable Information (PII) that presents risks to patient and…
View article: Quality assessment of real-world data repositories across the data life cycle: A literature review
Quality assessment of real-world data repositories across the data life cycle: A literature review Open
Objective Data quality (DQ) must be consistently defined in context. The attributes, metadata, and context of longitudinal real-world data (RWD) have not been formalized for quality improvement across the data production and curation life …
View article: Exploring the health informatics occupational group in the 2018 Australian health information workforce census
Exploring the health informatics occupational group in the 2018 Australian health information workforce census Open
There has been no empirical evidence about the health informatics workforce in Australia produced in the last ten years. This study reports the findings from an analysis of a subset of the 2018 Australian Health Informatics Workforce Censu…
View article: Exploring the health informatics occupational group in the 2018 Australian health information workforce census
Exploring the health informatics occupational group in the 2018 Australian health information workforce census Open
There has been no empirical evidence about the health informatics workforce in Australia produced in the last ten years. This study reports the findings from an analysis of a subset of the 2018 Australian Health Informatics Workforce Censu…
View article: Exploring the Health Informatics Occupational Group in the 2018 Australian Health Information Workforce Census
Exploring the Health Informatics Occupational Group in the 2018 Australian Health Information Workforce Census Open
There has been no empirical evidence about the health informatics workforce in Australia produced in the last ten years. This study reports the findings from an analysis of a subset of the 2018 Australian Health Informatics Workforce Censu…
View article: Standards for the delivery of tier 2 and tier 3 weight management services for children and young people in Scotland
Standards for the delivery of tier 2 and tier 3 weight management services for children and young people in Scotland Open
View article: The Development of a National Census of the Health Information Workforce: Expert Panel Recommendations
The Development of a National Census of the Health Information Workforce: Expert Panel Recommendations Open
Background. There is a need to develop a national census of the health information workforce to inform the planning and forecasting of the workforce and inform education and training needs. Yet, this raises a number of issues that need to …