Digital Commons Network^™

Super-Resolution Learning Inspired Spectral-Spatial Correlation Network For Hyperspectral Target Detection, Jiaping Zhong, Yunsong Li, Jianxin Li, Yanzi Shi, Weiying Xie, Paolo Gamba

Research outputs 2022 to 2026

Hyperspectral target detection (HTD) aims at extracting targets from complex backgrounds while overcoming noise interference. Existing deep learning models for HTD usually suffer from low spatial resolution and unitary representation, especially in space-borne platforms. Super-resolution, as a critical technology to enhance the spatial details, could effectively address the aforementioned issue. To make super-resolution absolutely pose positive effects on target detection, this paper proposes an end-to-end novel super-resolution learning inspired spectral-spatial correlation network for hyperspectral target detection (SR-HTD) from the perspective of spatial and spectral regularization to achieve high-precision detection. Specifically, we designed a Spatial Correlation Aggregation (SCA) module inspired by …

Transnational Youth And Social Mobility: The Role Of Family Financial Support In Unsettled Lives, Alexandra Lee, Anita Harris, Loretta Baldassar

Research outputs 2022 to 2026

Transnational mobility is typically seen as an opportunity to break out of fixed class positions and facilitate social mobility. However, the availability of parental support remains a persistent if complex determinant of the social mobility opportunities available to young adults who move abroad. The influence of family support and class background on youth social mobility has been clearly recognised in class scholarship in Australia. Yet, this relationship has remained under-examined in transnational mobility contexts, where social mobility has tended to be examined more in relation to young people’s employment opportunities and visa pathways. Seeking to fill this gap, our paper …

Unifying To Advance Understanding: Collaborative, Community-Driven And ‘Open’ Approaches For Better Science In Sport, John Warmenhoven, Ian Shrier, Garrett S. Bullock, Alex O. Holcombe, Sophia Nimphius, Paolo Menaspà, Aaron J. Coutts, Franco M. Impellizzeri

Research outputs 2022 to 2026

Historically, sport science and medicine researchers have had difficulty obtaining adequate sample sizes, limiting their ability to make accurate generalizations to populations of athletes. To move towards better and more generalizable research, sport could look to other fields of research, and draw upon collaborative approaches for performing science. These include concepts such as big teams approaches for conducting experimental research, developing data repositories centred on a holistic inter-disciplinary view of the athlete and exploring privacy preserving meta-analytic inspired concepts such as federated analyses or pooled synthetic data. These approaches have enormous potential but do come with their own difficulties and …

Thorium Lung Burdens Of Norm Workers Revisited, Gregory S. Hewson, Martin I. Ralph, Marcus Cattani

Research outputs 2022 to 2026

Historical thorium bioassay data collected from Australian mine workers in the 1990s, including in vivo lung counting and thoron-in-breath (TIB) measurements, were re-evaluated using current dosimetric and biokinetic models. Revised daily thorium intakes from bioassay were compared with previous estimates to assess changes in the dose profile and potential implications for contemporary operations. Reanalysis revealed lower estimates of annual dose, including the number of workers assessed as exceeding 20 mSv. However, it was found that intakes derived from industry personal air sampling (PAS) underestimated intake by up to three-fold. This study determined that sensitive bioassay techniques, such as TIB using …

Academic Librarians And Information Literacy Practice In An Age Of Mis/Disinformation, Nicole Johnston, Yerbury, Maureen Henninger

Research outputs 2022 to 2026

This paper presents findings from a study exploring Australian academic librarians' concerns about the impact of misinformation and disinformation on society, university students and access to reliable information. It also investigates strategies librarians consider effective for addressing mis/disinformation through information literacy programs. Sixty-two librarians responded to a survey comprising Likert scale and open-ended questions. Respondents expressed the greatest concern about the influence of mis/disinformation on news media and social media. There was strong agreement that mis/disinformation should be regulated on social media and that librarians play a key role in addressing it through information literacy. However, views on the importance …

Becoming A Nurse: A Lifelong Journey Beyond The Transition To Professional Practice-An Analytical Discursive Paper, Seung A. Park, Eckert, Rebecca Sharp, Judy Duchscher, Micah D.J. Peters

Research outputs 2022 to 2026

Aim: To reconceptualise becoming a nurse as a lifelong developmental journey that extends beyond the traditional focus on new graduate transition, and to inform policies and practices supporting recruitment, retention and career sustainability. Background: The global nursing shortage persists, exacerbated by high attrition rates among new graduates and an aging workforce. While existing literature predominantly examines the transition from student to professional practice, we propose that ‘becoming a nurse’ begins earlier and extends beyond clinical roles into retirement. Design: An analytical discursive paper. Data Sources: Key theoretical frameworks (Schlossberg's Transition Model, Kennedy's Integrated Transition Model, Benner's Novice-to-Expert framework and Duchscher's …

Clinician-Led, Single-Blind, Randomised Controlled Trial Evaluating The Efficacy Of A High-Intensity Resistance And Impact Training Intervention For Improving Health-Related Quality Of Life In People With Multiple Sclerosis: Protocol For Strong-Ms, Lisa Grech, Beck, David Scott, Marc Sim, Jakub Mesinovic, Paul Jansons, Fernanda Rodrigues Fonseca, Julie Abimanyi-Ochom, Michelle Allan, Stefan Blum, Ernest Butler, William Carroll, Nigel Caswell, Peter Ebeling, Vanessa Gan, Alan Herschtal, Nevin John, Allan Kermode, Linh Le-Kavanagh, Shalika Bohingamu Mudiyanselage, Lynne Elizabeth Ohman, Mia Poposka, Alison Reece, Phoebe Sansom, Charlotte Scroggie, Christopher Todaro

Research outputs 2022 to 2026

Introduction: People with multiple sclerosis (MS) engage in less physical activity and experience higher rates of osteoporosis, falls and fractures than the general population, contributing to reduced health-related quality of life (HRQoL) and increased healthcare costs. High-intensity resistance and impact training (HiRIT) has beneficial effects on bone, muscle and physical function in other populations, but its effectiveness in people with MS is unclear. Methods and analysis: STRONG-MS is a codesigned, clinician-led, single-blind, randomised controlled trial evaluating the effect of a HiRIT programme, ONERO, on HRQoL for people with MS. Secondary aims include assessing changes in bone mineral density, body composition, …

Przedsiębiorczość: Praktyczny Przewodnik Dla Sukcesu W Biznesie, Jalleh Sharafizad, Violetta Wilk, Kerry Brown, Aglae Hernandez Grande, Fleur Sharafizad, Dorothy Wardale, Arkadiusz Gwarda, Artur Korkoszkiewicz, Marta Komorska, Bartosz Sobotka, Michał Wójcik

Research outputs 2022 to 2026

This book is tailored for entrepreneurs in their startups or moving to the next stage of their businesses, micro and small business owners, as well as individuals who are considering starting their own ventures. It brings together essential insights, practical tools, and valuable resources developed through two Western Australian government initiatives focused on entrepreneurial training and support. In addition, it draws on a range of business concepts from other sources, refining and simplifying them to suit the specific needs of emerging and growing enterprises.

Designed to be both flexible and supportive, the book serves multiple roles throughout your entrepreneurial journey. …

Uae Traditional Folklore Through Modern Media And Its Educational Potential: The Case Of Freej, Shahad Imad Mostafa

Theses

This mixed‑methods study examined how the Emirati animated series Freej preserves traditional folklore through vernacular language, dialect, and idiomatic expressions, and evaluated its educational potential. Guided by four questions on folklore representation, dialect/idiom use, the role of the characters, and curricular applicability, the research combined content analysis of selected episodes, interviews coding and a survey of 100 Emirati participants; survey data were summarized with descriptive statistics to triangulate qualitative insights.

Findings indicated that audiences overwhelmingly perceived Freej as linguistically and culturally authentic: 95% rated the dialect as very/somewhat authentic, 94% said it reflects elders’ speech, and 89% felt the series …

The Power Of Role-Modelling: White Teacher Educators Normalising Anti-Racism And Cultural Reflexivity For White Pre-Service Teachers, Mary-Anne Macdonald, Sarah Booth, Helen Mills, Robert Somerville

Research outputs 2022 to 2026

Every child has a right to feel culturally safe in schools, yet for countless Indigenous students this is not the case. Many White pre-service teachers in Australia enter initial teacher education with a limited understanding of racial identity, Indigenous knowledge or White anti-racism. This autoethnographic study applies Social Cognitive Theory and the Theory of Planned Behaviour to understand the role of the White teacher educator in racial conscientisation of White pre-service teachers. We examine how White teacher confidence in enacting anti-racist behaviours builds when White teacher educators role-model the professional approaches which White teachers can use to teach about race …

Stakeholder Perceptions Of The Feasibility Of E-Portfolio-Based Assessment Of Physical Literacy In Primary Health And Physical Education, Jaxon Hogan, Dawn Penney, Eibhlish O’Hara, Joseph Scott

Research outputs 2022 to 2026

Background: Physical literacy (PL) is widely acknowledged as an integral component of high-quality physical education programmes. However, what constitutes appropriate assessment of PL remains a contested issue. This study drew on Whitehead’s conceptualisation of PL as a lifelong journey and investigated how primary school teachers can support students’ PL learning through innovative and engaging assessment methods. The study specifically examined the feasibility of using e-portfolios to facilitate quality PL learning and quality assessment in Physical Education (PE), from different stakeholder perspectives. Methods: This interpretive study employed a qualitative design and methods to investigate aspects of feasibility with three purposive participant …

Barriers To Adherence To Standard Precautions Among Community Health Workers: A Scoping Review, Margaret D. Adejumo, Melanie Baker, Davina Porock

Research outputs 2022 to 2026

Aim: This review aims to map available evidence on the adherence level and barriers to standard precautions among home-based community health workers. Methods: A scoping review using the JBI protocol searched multiple databases (Medline, CINAHL, PsycINFO and Web of Science) as well as Google Scholar for published articles on standard precaution practices of community health workers during home visits. Search terms included “standard precautions”, “guideline adherence”, “community health” and “home care”. Two-stage screening (title/abstract and full-text) was conducted to select relevant articles. Results: Eight eligible studies yielded three major themes: home environment context, individual factors and organisational factors. Findings indicated …

It Makes You Nervous When You Start Talking About Racism: Shining Light On Teacher Educators’ Experiences Of Anti-Racist Pedagogy In Australian Teacher Education, Sasha Janes

Research outputs 2022 to 2026

Teacher educators have a significant responsibility in promoting anti-racist pedagogy and guiding preservice teachers to engage in critical self-examination regarding dominant narratives. However, many teacher education programmes fall short of adequately equipping aspiring teachers for diverse classrooms as they often perpetuate a predominantly white system and curricula. Informed by Critical Pedagogy and underpinned by a lens of Culturally Sustaining Pedagogies, this paper discusses the experiences of teacher educators facilitating anti-racist pedagogy within teacher education programmes at Australian universities. Semi-structured interviews were held with 23 experienced teacher educators employed at universities across Australia. Data reveal teacher educators’ efforts to promote anti-racist …

The Role Of Agricultural Biomass In Supply Chain Decarbonization, Ruxia Lyu, Sobhan Arisian, Zhitang Li, Mohammad S. Taskhiri, Reza Kiani Mavi

Research outputs 2022 to 2026

To achieve supply chain decarbonization, environmentally conscious manufacturers are transforming their energy infrastructure. While certain manufacturers are adopting a pure bioenergy strategy in their production processes, others are opting for a hybrid energy approach that combines traditional energy with bioenergy. This choice is often influenced by limitations in land capacity and the developmental stage of biomass conversion technologies. This paper introduces a game-theoretic model that explores the optimal approach to achieving supply chain decarbonization by strategically selecting energy portfolios. Our findings reveal that in scenarios where the market size is small, manufacturers tend to adopt a hybrid energy strategy, particularly …

Cancer Survivor Preferences For Breast Cancer Follow-Up Care: A Discrete Choice Experiment, Sameera Senanayake, Sanjeewa Kularatna, Fiona Crawford-Williams, David Brain, Michelle Allen, Ruvini M. Hettiarachchi, Nicolas H. Hart, Bogda Koczwara, Carolyn Ee, Raymond J. Chan

Research outputs 2022 to 2026

Purpose: To identify the key attributes of breast cancer follow-up care models preferred by cancer survivors in Australia. Methods: A discrete choice experiment (DCE) was conducted to elicit preferences for attributes of breast cancer follow-up care. Respondents were presented with two hypothetical scenarios, known as choice sets, and asked to select a preference. Respondents were individuals living in Australia who were diagnosed with breast cancer within the past five years prior to survey completion and were recruited through the Breast Cancer Network of Australia and other community or consumer networks. Latent class modelling (LCM) approach under a random utility framework …

Invisible Innovation: Intellectual Labour On Regional University Campuses In Australia, Merete Schmidt, Lucinda Aberdeen, Colleen Carlon, Robyn Eversole

Research outputs 2022 to 2026

In Australia, regional university campuses occupy a geographically and institutionally peripheral position in a metrocentric higher education system. We argue that the concentration of research funding and capabilities at metropolitan campuses devalues the intellectual labour of academics working on regional university campuses. The authors use collaborative autoethnography to explore a common theme of ‘gap filling’, that is, mobilising scarce resources to create unique solutions for local issues, and draw on Southern Theory to theorise the implications for our work in the location-based power relations of the Australian knowledge production economy. In this context, we utilise Eversole's concept of ‘invisible innovation’ …