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2026

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Managing Human Sources: Identification And Management Of Motivation, Tiffany Mckenzie, Pamela Henry, Nikki Rajakaruna Jan 2026

Managing Human Sources: Identification And Management Of Motivation, Tiffany Mckenzie, Pamela Henry, Nikki Rajakaruna

Research outputs 2022 to 2026

Human Source management is a critical function of intelligence and evidence collection by law enforcement and intelligence agencies across the world. Understanding the motivations of Human Sources is key to gaining high intelligence yields. Yet research which explores Human Source motivation, from a handler’s perspective, is limited. Even more limited is research which considers how motivation is identified and managed by law enforcement agencies across the course of a Human Source’s engagement with an agency. This research explores the experiences and perceptions of Human Source handlers from two Australian law enforcement agencies via semi-structured interviews (N = 17). Handlers highlighted …


Nation, Nature And Childhood In Five Curricula: Towards Earthly Education, Zsuzsa Millei, Katarzyna Gawlicz, Lucy Hopkins, Camilla Eline Andersen, Danielle Ekman Ladru Jan 2026

Nation, Nature And Childhood In Five Curricula: Towards Earthly Education, Zsuzsa Millei, Katarzyna Gawlicz, Lucy Hopkins, Camilla Eline Andersen, Danielle Ekman Ladru

Research outputs 2022 to 2026

This article explores the relations between nation, nature and childhood in five early childhood education curricula in the Nordic, post-socialist and settler-colonial states with the focus on the role education plays in the face of the climate crisis. The authors identify three interconnecting themes in which nation, nature and childhood are entangled in these curricula: 1) national nature as an object of learning; 2) nature and home/birth land and Country; and 3) stewardship for national nature. Exploring these themes from the perspective of alternative pedagogies developed to address the child–nature relations during the Anthropocene, the authors argue that these notions …


The Role Of Extra-/Co-Curricular Activities And Work On Law Graduates’ Initial Employment Outcomes, Denise Jackson, Craig Cameron Jan 2026

The Role Of Extra-/Co-Curricular Activities And Work On Law Graduates’ Initial Employment Outcomes, Denise Jackson, Craig Cameron

Research outputs 2022 to 2026

Developing student employability is a strategic priority for higher education institutions and is often measured by transition to initial employment. Extra-/co-curricular activities, in addition to in-curriculum programs, can develop different aspects of student employability, supporting students in securing and transitioning to work post-graduation. This study examines the perspectives of 7000 graduates of Australian law degrees on their engagement in, and the value gained from, extra-/co-curricular, employability-building activities and paid employment during their studies between 2020 and 2023. The results indicated declining overall participation in extra-/co-curricular activities over the four-year period, and relatively greater engagement among female, younger, international and/or students …


Co-Design Of An Online Mindfulness Program For Informal Carers Of People Living With Dementia: A Qualitative Study Of Co-Designers’ Experience, Charunya A.K.R. Abeysinghe Mudiyanselage, Seng Giap Marcus Ang, Aisling Smyth, Joanne M. Dickson, Beverley Ewens Jan 2026

Co-Design Of An Online Mindfulness Program For Informal Carers Of People Living With Dementia: A Qualitative Study Of Co-Designers’ Experience, Charunya A.K.R. Abeysinghe Mudiyanselage, Seng Giap Marcus Ang, Aisling Smyth, Joanne M. Dickson, Beverley Ewens

Research outputs 2022 to 2026

Introduction: Informal carers face significant challenges related to care provision for people living with dementia. Participating in a mindfulness-based stress reduction program could improve the wellbeing of informal carers. However, engaging in these programs can be difficult for informal carers due to the needs of their care recipients. Purpose: This study aimed to co-design an online mindfulness program in collaboration with a range of stakeholders and those with lived experience as carers. Methods: This co-design study adopted an interpretive descriptive qualitative approach to the development of the program. The stakeholders (co-designers) included people with lived experience as informal carers and …


Fall Prevention Interventions In Community-Dwelling Older People With Cognitive Impairment: A Systematic Review, Sumattana Glangkarn, Pelden Chejor, Rujira Nonsa-Ard, Kasama Wongprachum, Sirapat Khodseewong, Chaiwut Bourneow, Davina Porock Jan 2026

Fall Prevention Interventions In Community-Dwelling Older People With Cognitive Impairment: A Systematic Review, Sumattana Glangkarn, Pelden Chejor, Rujira Nonsa-Ard, Kasama Wongprachum, Sirapat Khodseewong, Chaiwut Bourneow, Davina Porock

Research outputs 2022 to 2026

Introduction: Falls are a major health concern for older adults, particularly those with cognitive impairment. Many factors contribute to the risk of falls, making it a complex issue to manage. Aim: This systematic review aimed to identify and describe the implementation strategies used for fall prevention in community-dwelling older people with cognitive impairment. Eligibility criteria: The review included studies on fall prevention interventions for community-dwelling adults aged > 50 years with cognitive impairment. Eligible studies were primary research, including experimental, quasi-experimental, qualitative, and mixed methods designs, with detailed implementation strategies. Systematic reviews, protocols, editorials, opinions, commentaries, and conference papers were excluded. …


Fracture Energy Of Ambient-Cured Fly Ash-Based Geopolymer Concrete, Alireza Mohyeddin, Trijon Karmokar, Mohammad Fardipour Jan 2026

Fracture Energy Of Ambient-Cured Fly Ash-Based Geopolymer Concrete, Alireza Mohyeddin, Trijon Karmokar, Mohammad Fardipour

Research outputs 2022 to 2026

Fracture energy is a key parameter in current prediction models for capacity of structural anchors. During broader research on behaviour of structural anchors in ambient-cured fly ash-based geopolymer concrete, it was realised that despite extensive literature on Ordinary Portland Cement (OPC) and other types of geopolymer concrete, there is a lack of literature on fracture energy of such geopolymer concretes. The purpose of the current research is to measure this property for this specific type of concrete using Wedge Splitting Test (WST) method. This method was selected due to its stable crack propagation and suitability for small-sized specimens. The influence …


National Consensus On The Capabilities That Inform The Role Of Advanced Practice Paramedics: A Delphi Study, Alessia Restiglian, Lorna Martin, David Long, Louise Reynolds, Tony Walker, Ben Meadley, Ashleigh Finn, Alan Batt, Alecka Miles, Tania Johnston, Brendan Shannon Jan 2026

National Consensus On The Capabilities That Inform The Role Of Advanced Practice Paramedics: A Delphi Study, Alessia Restiglian, Lorna Martin, David Long, Louise Reynolds, Tony Walker, Ben Meadley, Ashleigh Finn, Alan Batt, Alecka Miles, Tania Johnston, Brendan Shannon

Research outputs 2022 to 2026

Advanced Practice Paramedics (APPs) are highly skilled paramedics who operate in diverse clinical settings both within and outside traditional ambulance services. International evidence demonstrates that APPs enhance patient outcomes in areas such as critical and primary care. In Australia, the expansion of APP roles and responsibilities has gained momentum; however, no nationally recognised framework exists to define their expected capabilities. This gap leads to inconsistencies in education, practice and role clarity. A standardised capability framework is therefore vital to guide the development, implementation and integration of APP roles within the Australian healthcare system. The primary aim of this study was …


Superior Effects Of High-Intensity Interval Eccentric Cycling Training On Neuromuscular Adaptations With Similar Aerobic Adaptations To Concentric Cycling, Marcin Lipski, Joanne Trezise, Chris R. Abbiss, Kazunori Nosaka Jan 2026

Superior Effects Of High-Intensity Interval Eccentric Cycling Training On Neuromuscular Adaptations With Similar Aerobic Adaptations To Concentric Cycling, Marcin Lipski, Joanne Trezise, Chris R. Abbiss, Kazunori Nosaka

Research outputs 2022 to 2026

Purpose: We compared the effects of high-intensity interval eccentric (EC) versus concentric cycling (CC) training on aerobic capacity, muscle function and morphology. Methods: Healthy men (19–56 y) performed EC (n = 9) or CC (n = 8) training twice a week for 8 weeks. The training progressed from 5 × 2-min intervals with 1-min rest to 7 × 2-min intervals with 30-s rest. EC and CC were matched for perceived effort, and progressed from 30 to 36% of concentric peak power output (PPO10s) for CC and from 45 to 70% PPO10s for EC. Changes in peak oxygen consumption (VO2peak), incremental …


Sustainable Textiles Through Electrospinning: Addressing Environmental Challenges, Nicole Sharples, Omid Doustdar, Miguel Carmona‐Cabello, Shayan Abrishami, Jose M. Herreros, Ali Sadaghiani, Karl D. Dearn Jan 2026

Sustainable Textiles Through Electrospinning: Addressing Environmental Challenges, Nicole Sharples, Omid Doustdar, Miguel Carmona‐Cabello, Shayan Abrishami, Jose M. Herreros, Ali Sadaghiani, Karl D. Dearn

Research outputs 2022 to 2026

The textile industry, known for its significant environmental footprint, faces growing pressure to adopt sustainable practices. This review identifies the textile industry’s sustainability challenges and examines electrospinning as a promising technology to mitigate its environmental impact. Electrospinning enables the production of nanofibers with enhanced properties suitable for various textile applications, offering potential solutions to reduce resource consumption and waste generation. This review discusses the current uses of electrospinning in textile manufacturing and analyses emerging trends in textile recycling, emphasising the role of electrospinning in transforming waste textiles into value-added products. Prospects for advancing electrospinning techniques to achieve efficient textile recycling …


The Contributions Of Student-Level And Classroom-Level Factors For Australian Grade 2 Students’ Writing Performance, Anabela Malpique, Mustafa Asil, Deborah Pino-Pasternak, Debora Valcan Jan 2026

The Contributions Of Student-Level And Classroom-Level Factors For Australian Grade 2 Students’ Writing Performance, Anabela Malpique, Mustafa Asil, Deborah Pino-Pasternak, Debora Valcan

Research outputs 2022 to 2026

Using multilevel modeling, the current study examined student-level predictors of compositional quality and productivity in Grade 2 Australian children (N = 544), including handwriting automaticity, literacy skills, executive functioning, writing attitudes, and gender; and classroom-level (n = 47) variables predicting students’ writing outcomes, including the amount of time for writing practices and the explicit teaching of foundational (handwriting, spelling, grammar) and process writing skills (planning and revision strategies). Multilevel analyses revealed that student-level factors, including gender, general attitudes, and transcription skills (handwriting automaticity and spelling), were key predictors of writing outcomes. Interaction analyses showed that spelling and word reading influenced …


Artificial Intelligence-Enabled Conversational Agents In Tourism & Hospitality: A Systematic Literature Review & Future Research Directions, Abdulaziz Alharbi, Ameet Pandit, Violetta Wilk, Philip J. Rosenberger, Shah Miah Jan 2026

Artificial Intelligence-Enabled Conversational Agents In Tourism & Hospitality: A Systematic Literature Review & Future Research Directions, Abdulaziz Alharbi, Ameet Pandit, Violetta Wilk, Philip J. Rosenberger, Shah Miah

Research outputs 2022 to 2026

Artificial intelligence (AI)-enabled conversational agents (AICAs) are transforming the tourism and hospitality sector. While studies focus on technical and operational aspects, there is limited exploration of consumer behaviour. This study employs the TCCM (Theory, Context, Characteristics and Methodology) framework to analyse the theoretical, contextual and methodological dimensions of AICA use. By utilising an AI-first, human-lens-second approach along with Leximancer for thematic analysis, it emphasises the importance of emotional, ethical and trust-related factors that are often overlooked in adoption models. The paper proposes an integrated conceptual framework that highlights the mechanisms, modifiers and implications of AICA use, along with offering future …


Can Environmentally Friendly Hotels Lead Customers To Green Behaviors? Evidence From The Stimulus–Organism–Response Model And Social Cognitive Theory, Saeid Nosrati, Mohtaram Rabbani, Razieh Sharifipur Shirazi, Ilkay Yorganci, Niusha Talebzadeh, Negin Bassirat Jan 2026

Can Environmentally Friendly Hotels Lead Customers To Green Behaviors? Evidence From The Stimulus–Organism–Response Model And Social Cognitive Theory, Saeid Nosrati, Mohtaram Rabbani, Razieh Sharifipur Shirazi, Ilkay Yorganci, Niusha Talebzadeh, Negin Bassirat

Research outputs 2022 to 2026

Purpose Using the stimulus–organism–response model and social cognitive theory, this study aims to examine how environmentally friendly hotels influence customers’ green patronage intention and green word-of-mouth. The study explored the mediating effects of hedonic value and utilitarian value and the moderating role of environmental concern. Design/methodology/approach Data were collected from 200 customers of environmentally friendly hotels in Iran and analyzed using structural equation modeling (SEM) with Mplus (version 8.3) software. Findings The results indicate that environmentally friendly hotels positively influence hedonic and utilitarian values, as well as green patronage intention and green word-of-mouth. Additionally, hedonic and utilitarian values partially mediate …


Chronicles Of Film Tourism: An Integrative Review And Future Research Directions, Sangkyun Kim, Anton Klarin, Stijn Reijnders, Qijie Xiao, Nicky Van Es Jan 2026

Chronicles Of Film Tourism: An Integrative Review And Future Research Directions, Sangkyun Kim, Anton Klarin, Stijn Reijnders, Qijie Xiao, Nicky Van Es

Research outputs 2022 to 2026

This study triangulates historiographical and scientometric reviews to provide a systems perspective on film tourism. The three phases of historiographical analysis (exploration, growth, and maturity) correspond to the three clusters of scientometric analysis: (i) initial research exploring film tourism development and management, (ii) growing the field through studies on film tourists’ perceptions and practices, and (iii) reaching maturity through extending research into different cultural contexts and meaning-making processes. Based on the analysis, we offer a set of directions for future research, including the need to integrate sustainability research and film tourism studies in developing country contexts, as well as intertextuality …


School Library Professionals’ Perspectives On Current And Future Workforce Challenges, Margaret Kristin Merga, Saiyidi Mat Roni Jan 2026

School Library Professionals’ Perspectives On Current And Future Workforce Challenges, Margaret Kristin Merga, Saiyidi Mat Roni

Research outputs 2022 to 2026

While school library professionals work across many nations, supporting student learning and wellbeing, there is limited current research capturing shared issues faced by this educational workforce. The International School Library Workforce Survey collected insights from 971 respondents across 63 countries derived from analysis of both quantitative and qualitative data. Findings suggest that in an international context, school library professionals are experiencing notable issues that impact upon their morale and their ability to enact their professional roles. Respondents were more likely to disagree then agree that school library professionals were typically valued in their country. While the vast majority of respondents …


Iv Contrast For Mri And Ct In Patients With Kidney Disease, Children's Mercy Kansas City Jan 2026

Iv Contrast For Mri And Ct In Patients With Kidney Disease, Children's Mercy Kansas City

Clinical Pathways (Formally Known As Care Process Models)

No abstract provided.


Determining The Mental Wellbeing Of Family Day Care Educators In Australia, Theresa Rayfield, Ruth Wallace, Karen Lombardi, Eben Afrifa-Yamoah, Brennen Mills Jan 2026

Determining The Mental Wellbeing Of Family Day Care Educators In Australia, Theresa Rayfield, Ruth Wallace, Karen Lombardi, Eben Afrifa-Yamoah, Brennen Mills

Research outputs 2022 to 2026

Family Day Care (FDC) is an essential service supporting Australian families requiring convenient, versatile, and quality education and care for their children. FDC educators’ mental wellbeing (MWB), often overlooked, is vital to ensure optimal education and care. This study aimed to gauge Australian FDC educators’ MWB and identify factors positively or negatively affecting MWB. A cross-sectional questionnaire measuring MWB, and eight predictor variables influencing MWB, was completed by Australian FDC educators. Structural equation modelling was utilised to ascertain relationships of the predictor variables on MWB. This study established MWB was lower than population norms (N = 292) and provided a …


The Nurse's Role In Curative-To-Palliative Transitions In Advanced Cancer: A Theory Synthesis Using Turner's Method, Geya George, Deborah Kirk, Davina Porock Jan 2026

The Nurse's Role In Curative-To-Palliative Transitions In Advanced Cancer: A Theory Synthesis Using Turner's Method, Geya George, Deborah Kirk, Davina Porock

Research outputs 2022 to 2026

Aim: This paper aims to explain the process of formulating a robust theory that comprehensively explains the nurse's role during the transition from curative to the palliative phase in advanced cancer care. Design: A qualitative theory synthesis approach was applied, utilising Turner's 9-step theory synthesis method to integrate five grounded theories and 10 qualitative studies. The Walker and Avant method of concept development and analysis further ensured rigour. Methods: Turner's theory synthesis was used to formulate a more comprehensive, testable theory from five existing grounded theories and 10 other qualitative studies that explain the nurse's role in supporting and facilitating …


Leveraging Esg Investment To Enhance Labor Employment In Hospitality And Tourism Firms: An Signaling Theory Perspective, Bing Hu, Tianyu Zheng, Songshan Huang, Ke Zhang Jan 2026

Leveraging Esg Investment To Enhance Labor Employment In Hospitality And Tourism Firms: An Signaling Theory Perspective, Bing Hu, Tianyu Zheng, Songshan Huang, Ke Zhang

Research outputs 2022 to 2026

Despite the growing focus in hospitality and tourism literature on the impact of environmental, social and governance (ESG) investment on corporate performance, empirical research has yet to explore its effects on labor employment, which are critical to economic vitality and social cohesion. Drawing on signaling theory, this study explores the effect of ESG investment on hospitality and tourism firm’ labor employment. The results of a fixed effects panel model suggest that ESG investment positively influences the labor employment of hospitality and tourism firms. Moreover, this positive effect is stronger for hospitality and tourism firms with fewer financing constraints and less …


Are Australian Schools Becoming Less Inclusive? Changes To Class Ability Grouping Practices In Australian Secondary Schools, Olivia Johnston, Peter Palamara Jan 2026

Are Australian Schools Becoming Less Inclusive? Changes To Class Ability Grouping Practices In Australian Secondary Schools, Olivia Johnston, Peter Palamara

Research outputs 2022 to 2026

Class ability grouping does not improve overall academic results, and is inequitable because it segregates students according to their disability, race, class, gender, and other factors that already make students at risk in education. The practice is not inclusive and previous research has shown that it exacerbates social disadvantage. Despite the evidence, historical efforts to change practices in Australia have been unsuccessful and many schools still use class ability grouping. This paper presents analysis of data from the Class Ability Grouping Survey about how often schools reported changing their class ability grouping practices in Year 7–9 Mathematics, English, Science, and …


Creativity Enactment In Ghanaian Secondary Visual Arts Programmes: An Autoethnographic Perspective, Enock Swanzy-Impraim, Geoffrey W. Lummis Jan 2026

Creativity Enactment In Ghanaian Secondary Visual Arts Programmes: An Autoethnographic Perspective, Enock Swanzy-Impraim, Geoffrey W. Lummis

Research outputs 2022 to 2026

Creativity is regarded as one of the competencies of 21st-century education and industry, and its enactment has been challenging for teachers and policymakers. This paper is an autoethnographic study that registers the accounts of the experiences and personal reflections of the lead researcher during his doctoral study, which explored creativity and creative pedagogies in visual arts practice in secondary schools in Ghana. It extends insights into how creativity is enacted in policy from a non-Western perspective and the realities and discrepancies surrounding the transitioning of creativity from the policy level into the local classrooms and studios within the Sekondi-Takoradi Metropolis …


Emerging Stronger From Challenging Times: How Servant Leaders Manage Workplace Spirituality And Employee Flourishing, Mahdi Vesal, Muhammad Aftab Alam Jan 2026

Emerging Stronger From Challenging Times: How Servant Leaders Manage Workplace Spirituality And Employee Flourishing, Mahdi Vesal, Muhammad Aftab Alam

Research outputs 2022 to 2026

Business leaders, particularly in challenging times like the post-COVID era, grapple with fostering employee well-being and addressing spiritual needs. Our research explores the link between workplace spirituality—marked by meaningful work, community, and value alignment—and employee flourishing, with a focus on the role of servant leadership. Using self-determination theory, we analyzed survey data from SMEs in Iran and India, where employees navigated challenging times amid COVID-related difficulties. Study 1 (303 employees in 128 Iranian firms) found meaningful work and a sense of community positively influence employee flourishing, while value alignment has a curvilinear effect. Study 2 (215 senior Indian employees) replicated …


Evaluating The Impact Of Learning And Development On Staff Motivation In International Non-Governmental And International Non-Profit Organisations, Munira Amidkhonova, Michelle Gander Jan 2026

Evaluating The Impact Of Learning And Development On Staff Motivation In International Non-Governmental And International Non-Profit Organisations, Munira Amidkhonova, Michelle Gander

Research outputs 2022 to 2026

The main objective of this study was to understand the impact of learning and development (L&D) on staff motivation in international non-governmental organisations (INGOs) and international non-profit organisations (INPOs), focusing on those organisations operating in the Global South, also known as developing countries. Using a mixed-methods approach, 46 participants with decision-making authority from several INPOs and INGOs completed an online survey to investigate the impact of L&D and organisational factors on staff motivation and how well a model of L&D evaluation was undertaken. Follow-up semi-structured interviews were undertaken with 18 of these participants. It was found that organisations were generally …


Early Mobility In Icu Delirium, Audra Lambert Bsn, Rn, Cierra Alexander Bsn, Rn, Desmond Otasowie Bsn, Rn, Sydney Remeis Rn, Jeanie Sy Bsn, Rn, Hope Brown Bsn, Rn, Skylar Wooster Rn Jan 2026

Early Mobility In Icu Delirium, Audra Lambert Bsn, Rn, Cierra Alexander Bsn, Rn, Desmond Otasowie Bsn, Rn, Sydney Remeis Rn, Jeanie Sy Bsn, Rn, Hope Brown Bsn, Rn, Skylar Wooster Rn

Nurse Residency Posters

Facilitator: Ashley O'Day, MSN, RN CCRN

OhioHealth Grant Medical Center


Impact Of Exercise And Cognitive Behavioral Therapy On Anxiety And Depression, Ranjita Subedi, Rachel Affeldt, Abigail Bentley, Gavin Gump, Madison Mitchell, Taylor Rodgers, Bayley Mullins, Libbie Woodland, Sophia Rubenkoenig Jan 2026

Impact Of Exercise And Cognitive Behavioral Therapy On Anxiety And Depression, Ranjita Subedi, Rachel Affeldt, Abigail Bentley, Gavin Gump, Madison Mitchell, Taylor Rodgers, Bayley Mullins, Libbie Woodland, Sophia Rubenkoenig

Nurse Residency Posters

OhioHealth Grant Medical Center


Decreasing Incidence Of Falls During Change Of Shift, Najma Ali Adn, Rn, Kwabena Barnie Adn, Rn, Laura Bishop Bsn, Rn, Shalay Dale Bsn, Rn, Alli Fields Bsn, Rn, Tia Guo Adn, Rn, Ayan Haji Adn, Rn, Halley Spears Adn, Rn, Allison Stewart Adn, Rn, Courtney Uriostegui Bsn, Rn Jan 2026

Decreasing Incidence Of Falls During Change Of Shift, Najma Ali Adn, Rn, Kwabena Barnie Adn, Rn, Laura Bishop Bsn, Rn, Shalay Dale Bsn, Rn, Alli Fields Bsn, Rn, Tia Guo Adn, Rn, Ayan Haji Adn, Rn, Halley Spears Adn, Rn, Allison Stewart Adn, Rn, Courtney Uriostegui Bsn, Rn

Nurse Residency Posters

Facilitator: Dustin Eckert, BSN, RN

OhioHealth Riverside Methodist Hospital


Chaplain Service Benefits, Gabbie Bender, Jonathan Bennett, Maria Sebastiano, Tyler Moore, Azad Robinson, Amanda Hale, Rebecca Price Jan 2026

Chaplain Service Benefits, Gabbie Bender, Jonathan Bennett, Maria Sebastiano, Tyler Moore, Azad Robinson, Amanda Hale, Rebecca Price

Nurse Residency Posters

Facilitator: Dara Pence

OhioHealth Pickerington Methodist Hospital and OhioHealth Berger Hospital


Ticket To Ride, Dakota Jenkins Rn, Darbi Brewer Bsn, Rn, Jedidiah Miller Bsn, Rn, Mattison Comer Bsn, Rn Jan 2026

Ticket To Ride, Dakota Jenkins Rn, Darbi Brewer Bsn, Rn, Jedidiah Miller Bsn, Rn, Mattison Comer Bsn, Rn

Nurse Residency Posters

OhioHealth Berger Hospital


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 Jan 2026

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 …


Improving Pid Control With Bayesian Optimization For Adversarially Robust Federated Learning, Adrian Pena, Sergei Chuprov, Raman Zatsarenko, Leon Reznik Jan 2026

Improving Pid Control With Bayesian Optimization For Adversarially Robust Federated Learning, Adrian Pena, Sergei Chuprov, Raman Zatsarenko, Leon Reznik

Computer Science Faculty Publications

Federated Learning (FL) often suffers from unstable convergence and reduced robustness under non-IID data and malicious attacks. In this paper, we present FedPIDAvg_tuned, a control-theoretic aggregation framework for improving stability and adversarial robustness in FL. In particular, our approach combines a server-side Proportional–Integral–Derivative (PID) controller with Bayesian optimization to tune controller gains for different data and attack conditions. The PID controller regulates global model updates through feedback on loss dynamics, providing adaptive scaling that improves stability and convergence. The tuned gains are applied within a trust-weighted trimmed-mean mechanism to remove adversarial or outlier updates. Using the Flower framework, we evaluate …


Tree-Based Graph Neura Networks For Natural Language Inference: From Structure-Only To Hybrid Architectures, Jason P. Lunder Jan 2026

Tree-Based Graph Neura Networks For Natural Language Inference: From Structure-Only To Hybrid Architectures, Jason P. Lunder

EWU Masters Thesis Collection

Large transformer models achieve strong performance on natural language understanding tasks but require hundreds of millions of parameters and extensive pretraining. This thesis investigates whether graph neural networks operating on dependency parse trees can provide more parameter-efficient sentence representations for natural language inference, evaluated on two NLI tasks: entailment classification and semantic textual similarity.

Tree Matching Networks (TMN) adapt Graph Matching Networks to linguistic dependency trees with rich node and edge features, evaluated against a BERT baseline at matched parameter counts on identical training data. Tree Transformer Networks (TTN) extend TMN with transformer-based aggregation and tree-aware positional encodings, with component …