Digital Commons Network^™

Multi-Scale Sensor-Aware Variational Autoencoders For Adaptive Iot Security: Integrating Drift Calibration And Cyberattack Detection, Md Kamal Hossain, Iftekhar Ahmad, Daryoush Habibi

Research outputs 2022 to 2026

Existing approaches to Industrial Internet of Things (IoT) anomaly detection treat sensor drift calibration and cyberattack detection as separate problems, overlooking their strong interdependence and the compound failure modes that arise when drift dynamics are exploited by stealthy adversaries. Industrial Internet of IoT sensor networks therefore require a unified framework that jointly models both phenomena. This paper proposes the first unified multi-scale sensor-aware variational autoencoder (MS-VAE) framework that jointly models sensor drift and malicious activity within shared latent representations, enabling integrated calibration and security monitoring. The framework introduces three key components: (i) a multi-scale latent architecture that captures short-term anomalies …

Music Teacher Wellbeing And Flourishing In Australian Primary Schools, Han Meng, Jason Goopy, Narelle Lemon

Research outputs 2022 to 2026

Teacher wellbeing is often generalised across roles, while a nuanced understanding of specialist teachers is often overlooked. This study used the positive psychology strengths-based PERMAH model to investigate factors that support wellbeing and flourishing of primary school music teachers in Australia and opportunities for growth. As part of a larger mixed-methods research project, data for this article were generated through interviews with 14 music teachers who deliver primary school class music and were analysed using reflexive thematic analysis. Findings indicated that music teacher wellbeing was promoted by joy derived from students’ learning, passion for teaching music, and recognition and support …

Nothing Else Matters: Why Relationships May Be Key To Establishing Healthy Eating Behaviours In Young Children, Therese A. O’Sullivan, Kathryn G. Di Candilo

Research outputs 2022 to 2026

Food is more than its nutritional components. It brings people together, and connects us to family, culture, and heritage. The development of eating habits and relationships with food begins in infancy and continues across the lifespan. Echoing the theme of Metallica’s 72 Seasons, which was being toured in Australia when this work was presented, experiences during the early years may shape later patterns of behaviour and identity. This can include mindsets around food and eating. This review aims to explore how early life parent/caregiver feeding practices may impact this development of children’s eating behaviours. A respectful and responsive approach to …

Practising Digital Product Passport For Circular Supply Chain: Ecosystem Orchestration Perspective, Martin Agyemang, Daniel Faibil, Richard Asante, Cristina Iodice

Research outputs 2022 to 2026

Digital product passports (DPP) are emerging as an important tool to support industries in realising circular supply chain (CSC) practices. However, small and medium-sized enterprises (SMEs) remain constrained by various challenges in implementing DPP. Therefore, using social practice theory and ecosystem orchestration perspective, the study identifies factors essential for DPP-enabled CSC implementation by SMEs. The study proposes an actionable framework to classify and operationalise these factors. We collected data from managers and analysed it using the Best–Worst Method and Fuzzy-DEMATEL to understand the interdependence, coordination and temporal adaptation of the factors. The findings show that material factors are particularly salient …

Protomix: Unified Prototype Learning For Semantic Change Detection In Remote Sensing, Hengzhi Chen, Kun Hu, Patrick Filippi, Wei Xiang, Thomas Francis Bishop, Zhiyong Wang

Research outputs 2022 to 2026

As an emerging topic, semantic change detection (SCD) in remote sensing aims to both identify the locations of changes before and after events and determine the land cover (LC) classes of changed regions. While deep learning has demonstrated its great potential for SCD, the following two fundamental challenges remain: large variations among the same LC class as well as close similarity between different LC classes, and the severe underutilization of massive unchanged regions, which dominate remote sensing scenes but lack detailed semantic annotations. To address these issues, we propose a novel prototype learning framework for SCD, namely ProtoMix, by leveraging …

Rrto: A High-Performance Transparent Offloading System For Model Inference In Mobile Edge Computing, Zekai Sun, Xiuxian Guan, Zheng Lin, Yuhao Qing, Haoze Song, Zihan Fang, Zhe Chen, Fangming Liu, Heming Cui, Wei Ni, Jun Luo

Research outputs 2022 to 2026

Deploying Machine Learning (ML) applications on resource-constrained mobile devices remains challenging due to limited computational resources and poor platform compatibility. While Mobile Edge Computing (MEC) offers an offloading-based inference paradigm using GPU servers, existing approaches can be divided into non-transparent and transparent methods, with the former necessitating source-code modifications. Non-transparent offloading achieves high performance but requires intrusive code changes, limiting compatibility with diverse applications. Transparent offloading, in contrast, offers wide compatibility but introduces two challenges: performance degradation under MEC's low and fluctuating bandwidth, where per-operator remote procedure calls (RPCs) inflate end-to-end latency and energy consumption; and black-box logic reconstruction, which …

School Is No Longer A Lone Wolf Effort: Leadership Strategies For Inclusive, Community-Based School Cultures, Stuart Woodcock, Elias Avramidis, Umesh Sharma, Pearl Subban, Caroline Sahli Lozano, Harry Kullman, Tim Lorman, Sergej Wüthrich, Margarita Knickenberg

Research outputs 2022 to 2026

Based on the premise that the successful implementation of inclusion is largely dependent on the educators’ commitment to inclusive ideals, this study sought to examine the ways principals promote an inclusive vision and foster the development of associated practices in their school community. The study employed an exploratory qualitative research design, collecting data through semi-structured interviews and focus groups with 12 principals of highly-ranked inclusive schools from four countries: Australia, Italy, Switzerland, and Spain. In so doing, the emphasis was placed on the principals’ perspectives and practices that contribute to the development of an inclusive school culture. The iterative process …

Single Joint Assessment Of Isometric Plantarflexor Force Characteristics Using Portable Force Plates: A Systematic Review Of Methods And Reliability, James Williams, Paul Comfort, Nicholas J. Ripley, Jack T. Fahey, Ritchie Barber, Christopher Bramah

Research outputs 2022 to 2026

The aim of this systematic review was to (1) identify differences in isometric force plate testing procedures for the ankle plantarflexors and (2) determine the reliability of existing methods to inform minimum reporting standards. A systematic search of PubMed, Web of Science, Google Scholar, MEDLINE and CINAHL was conducted from inception to 2025, for peer-reviewed studies using portable force plates to assess isometric plantarflexor force. PRISMA guidelines were followed. Two independent reviewers assessed methodological quality using the COSMIN Risk of Bias tool and Mixed Methods Appraisal Tool, with discrepancies resolved collaboratively. Twenty studies met the inclusion criteria, revealing methodological variations …

The Ecology Of Hope: Building Rainbows In Education Systems, Jennifer Achari

Research outputs 2022 to 2026

Hope is frequently invoked in education, yet rarely theorised. Where it has been theorised, it has been understood in two largely separate ways: as an individual psychological capacity, in the positive-psychology tradition and as a critical-emancipatory stance, in the pedagogy of hope. This article proposes a third: a theory, the ecology of hope, that locates hope not in the individual alone but in the relationship between a person and the systems that surround them. Bringing the cognitive psychology of hope into dialogue with ecological systems theory, the social-ecological account of resilience, and utopian methodology, in which a better society is …

The Evolution Of Match-Play In Major League Soccer From 2018 To 2023, Callum J. Mccaskie, Christopher Wing

Research outputs 2022 to 2026

Major League Soccer (MLS) has experienced significant growth since its establishment 30 years ago. However, no research has investigated the on-field performance trends. Thus, the purpose of this study was to examine the evolution of MLS match-play via technical and tactical key performance indicators, and investigate the differences between teams according to league finishing position. MLS on-field performance indicators were obtained across six seasons from open-source website FBref. Mean game values were collected from 21 match performance indicators for every MLS team over six seasons. Teams were also classified according to their league finishing position at the conclusion of each …

Understanding Barriers And Motivators For Fruit And Vegetable Intake In Female Stroke Survivors: A Qualitative Study, Caroline R. Hill, Jack Dalla Via, Lauren C. Blekkenhorst, Montana Dupuy, Rosanne Freak-Poli, Liezhou Zhong, Jonathan M. Hodgson, Moira Sim, Mandy Stanley, Amanda Devine, Simone Radavelli-Bagatini

Research outputs 2022 to 2026

Purpose: Adequate fruit and vegetable (FV) intake is the foundation of a healthy diet; however, intake is especially low among stroke survivors. This study explores barriers and motivators to FV intake in female stroke survivors and informs strategies to improve well-being.

Methods: Female stroke survivors completed questionnaires and attended either a focus group or an interview, with the resulting transcripts analysed using reflexive thematic analysis.

Results: Ten female stroke survivors aged (mean [SD]) 66.3 [17.1] years completed the study. Across the focus groups (n = 3) and interviews (n = 2), three themes emerged: (1) “Navigating alone,” reported that survivors …

A Delicate Balance: Experiences And Wellbeing Of Pre-Service Teachers Navigating Demands And Benefits Of Studying While Working As A Teacher, Caroline F. Mansfield, Jane Kirkham, Narelle Lemon, Lisa Papatraianou

Research outputs 2022 to 2026

In the face of a global teacher shortage various strategies are being used to bolster the teaching workforce. In Australia, one such strategy has been to employ pre-service teachers under alternative permission to teach contracts. Given the recency of this phenomenon, there is little empirical evidence about the impact of this strategy on pre-service teachers, specifically how this experience may influence their wellbeing and retention in the profession. Utilising the Job Demands-Resources (JD-R) framework, this study explores the benefits and demands of alternative permission to teach arrangements on pre-service teachers, and in particular the impact on their wellbeing and career …

A Survey Of Australian Healthcare Practitioners’ Perspectives On Goal Setting In Occupational Rehabilitation, Grace Redden, Christopher J. Stevens, Jodie Cochrane Wilkie, Syeda Farah Zahir, Christian Swann

Research outputs 2022 to 2026

Introduction: Nearly half a million Australians experience workplace injury or illness each year, and return-to-work rates have declined, particularly for psychological conditions. Practitioners use goal setting to structure return-to-work planning and are directed by national guidance to set SMART (Specific, Measurable, Achievable, Realistic, Time-bound) goals. How practitioners apply these criteria across different injuries and illnesses is not well understood. This study examined practitioners’ perspectives on goal setting in workers’ compensation rehabilitation in Australia, with a focus on SMART goals.

Methods: A cross-sectional online survey of Australian healthcare practitioners who treated physical conditions, psychological conditions, or both, was conducted. Quantitative data …

Activity Profiles And Their Correlates In Patients With Localised Renal And Colorectal Cancer Shortly After Treatment: A Cross-Sectional Analysis, Annemone Siffels, Martijn J.L. Bours, Eline H. Van Roekel, Matty P. Weijenberg, J. P.Michiel Sedelaar, Stéphanie O. Breukink, Eric T.P. Keulen, Maryska Janssen-Heijnen, Koen G. Frenken, Katja K.H. Aben, Jake S.F. Maurits, Lambertus A.L.M. Kiemeney, Laurien M. Buffart, Alina Vrieling

Research outputs 2022 to 2026

Purpose: The purpose of this study is to identify activity profiles and their correlates in patients with localised renal cell carcinoma (RCC) and colorectal cancer (CRC) shortly after treatment completion.

Methods: In the ReLife (n = 326 patients with RCC) and EnCoRe (n = 358 patients with CRC) studies, we measured physical activity and sedentary behaviour at 3 months and 6 weeks after treatment completion using accelerometers. We used latent profile analyses to determine activity profiles. Demographic, lifestyle-related, and clinical correlates were investigated with multinomial regression analyses.

Results: We identified three activity profiles for both populations: a most sedentary (RCC:28%, …

Diffusion Of The Internet And Digital Divide In Post-Soviet Countries, Behrooz Asgari, Cosmos Amoah, Sudipa Majumdar

DLSU Business & Economics Review

This study explores the diffusion process of the internet in countries that were previously known as the U.S.S.R. and are currently divided into 15 countries. Utilizing the S-shaped logistic curves, this paper forecasts future trends in internet diffusion in these economies. Data varied in range, with each country having different time frames for similar variables. The logistic curves for each country determined the length of time of internet diffusion, maximum carrying capacity, and different stages of the diffusion process, namely, emerging, growth, maturity, and saturation. The results show that all countries have exceeded the emerging and growth phases, with 13 …

Bovine Colostrum And Late-Onset Sepsis In Premature Infants: A Multicenter Randomized Controlled Trial (Bcsp Study), Hany Wifky Gendy Michael, Hassan Mohamed Hassan Mohamed, Dalia Abu Elmaaref Mohamed Ibrahim

Journal of Medicine in Scientific Research

Aim: Neonatal sepsis and necrotizing enterocolitis (NEC) have a great impact on morbidity and mortality in immature newborns. We performed our trial to examine the impact of enteral bovine colostrum administration upon late neonatal sepsis in premature newborns. Patients &Procedures: The study included neonates who had a birth weight (BW) of 1-1.8 kg, a gestational age (GA) of full 28-34 weeks, and a postnatal age of ≤ 96 hours. A blinded, randomized, placebo-controlled study was done using two groups; one of them received bovine colostrum daily within the first 96 hours starting from the 2nd day of feeding and for …

A Comparison Of Haemodialysis And Renal Transplantation On Male Sexual Function And Hormonal Abnormalities, Hala Ibrahim Mohamed, Ahmad Mohamad Abbas Elseasi

Journal of Medicine in Scientific Research

Background Sexual dysfunction and hormonal imbalance are common in males with end-stage renal disease (ESRD), particularly among those on chronic hemodialysis. Kidney transplantation may restore endocrine homeostasis and improve sexual function. This study aimed to compare the effects of hemodialysis and renal transplantation on male sexual function and related hormonal profiles. Methods This cross-sectional study was conducted on 40 married men (≥18 years) with ESRD at National Institute of Urology and Nephrology from October 2024 to October 2025. Participants were divided into two groups: Group I (hemodialysis) and Group II (renal transplantation). Clinical evaluation, laboratory tests, and hormonal assays (Folliclestimulating …

The Impact And Prevalence Of Pain In Adolescents And Children Living With Type-One Diabetes Mellitus, Randa Mohamed Darwish, Ayat Ibrahim Ghanem, Lamis Safwat Mubarak

Journal of Medicine in Scientific Research

Background: Pain is frequent but often underrated and even overlooked in adolescents and children living with type-one diabetes mellitus and can negatively impact their quality of life(QoL) and their cooperation within the management plan. Objective: To discern the common types , severity and prevalence of pain in pediatrics living with type-one-diabetes;compared to the group of diabetes-free control, and to probe associations with glycemic control, fatigue, and (QoL). Methods: This cross-sectional study incorporated 102 adolescents and children withtype -one- diabetesmellitus; and 99 age- and sex-matched healthy peers aged 8- 16 years. Pain intensity was evaluated using the (body-pain) domain in the …

The Postoperative Analgesic Effect Of Lumbar Erector Spinae Plane Block Versus Pericapsular Nerve Group Block In Patients Undergoing Hip Surgeries, Islam M. El-Desoky, Mohamed Elshafey, Amal Ismail Abdelrahman

Journal of Medicine in Scientific Research

Background: Hip surgery requires effective pain control for proper recovery and decreasing the length of hospital stay. Aims: We aimed to assess the analgesic effect of Erector spinae plane block (ESPB) and pericapsular nerve group (PENG) blocks in pain control after hip operations. Methods: This randomized clinical trial included 69 ASA I–II patients scheduled for hip surgery were randomly allocated into three groups: PENG block, ESPB, and control groups (23 each). The primary outcome was postoperative pain assessed via the Numeric Rating Scale (NRS) at rest and during movement. Secondary outcomes included intraoperative and 48-hour morphine consumption, time to first …

Are The Risks Of Asthma And Allergic Diseases In Children Born By Cesareansection (Cs) Influenced By Maternal Factors (E.G., Maternal Asthma, Diet, Antibiotic Use During Pregnancy)?, Rehab Fawzy Abdel Mohsen Soliman, Samar Mahmoud Ahmed, Yasmen Ahmed Said, Shaimaa Mohamed Hassan, Dalia Hassanin Hussin, Dina Gaber Soliman, Zeinab Abdalla Ali

Journal of Medicine in Scientific Research

Background and Aim The increase in the number of Cesarean Section deliveries (CS) in the world has triggered questions about the possible long-term health consequences for the children being delivered, particularly the chances of being affected by asthma and other allergic ailments. Some prior studies suggested that CS deliveries may negatively influence immune system development due to altered microbial colonization and an increased risk of respiratory morbidities. However, trying to separate the impact of delivery methods and the maternal as well as the surroundings is a hard nut to crack. The present study aims to establish whether maternal asthma, diet, …

Effect Of Lateral And Backward Walking Training On Balance In Children With Hemiparesis: A Comparative Randomized Controlled Trial, Seham M. Abd El-Moghny, Mohamed I. Elsepaee

Journal of Medicine in Scientific Research

Background: Hemiparesis, a common consequence of cerebral palsy (CP), significantly impairs motor function, leading to asymmetrical gait, poor balance, and reduced mobility in affected children. The resulting functional limitations can negatively impact a child's participation in daily activities, social interactions, and overall quality of life. Purpose: To investigate and compare the effectiveness of lateral and backward walking training with mirror visual feedback on standing balance in children with hemiparesis. Methods: Ninety children with hemiparesis, ages five to seven, of both sexes who met the following inclusion criteria were included in the study: They have spasticity at grades 1+ to 2 …

Heart-Type Fatty Acid Binding Protein In Early Diagnosis Of Acute Myocardial Infarction, Reem Safwat Mohamad, Asmaa Younis Elsary, Mohamed M. Elbably

Journal of Medicine in Scientific Research

Background: Timely identification of acute myocardial infarction (AMI) plays a vital role in ensuring prompt treatment and better clinical outcomes. Traditional cardiac indicators involving creatine kinase-myocardial band (CK-MB) and cardiac troponin I (cTnI) demonstrate reduced diagnostic accuracy through the initial hours after symptom presentation.

Aim: This research aimed to assess the diagnostic accuracy of heart-type fatty acid-binding protein (H-FABP) in comparison with cTnI, CK-MB, and lactate dehydrogenase (LDH) among cases presenting with acute chest pain, with particular focus on its role in early AMI detection.

Methods: A case-control investigation was conducted involving 60 AMI patients from the National Heart Institute …

Comparison Of Suture Materials In Pfannensteil Incision Closure, Ali Elsayed Khayal, Ahmed Alsayed Kassab

Journal of Medicine in Scientific Research

Background: Surgeons worldwide perform C-sections more often than almost any other procedure, a trend that shows a steady and ongoing increase. Despite its safety profile, postoperative wound complications remain a significant source of maternal morbidity, prolonged hospitalization, and increased healthcare costs. Optimal skin closure technique following Pfannenstiel incision remains controversial, particularly regarding the choice between absorbable braided and non-absorbable monofilament sutures.

Objective: To compare wound morbidity and surgical outcomes following Pfannenstiel skin closure using polyglactin 910 (Vicryl) versus polypropylene (Prolene) in women undergoing cesarean delivery.

Methods: This prospective randomized controlled trial included 200 women undergoing elective or emergency cesarean section …

Patient Pathways And Outcomes Following Referral To A Dedicated Clinic For Tavi Program: Insights From The Egyptian National Heart Institute, Ramy Mohamed Omar, Ahmad Hassanen Gaber, Tarek M Abdel Aziz Elkholy

Journal of Medicine in Scientific Research

Background

The most common valvular heart disease in elderly populations and with a dismal prognosis in the case of its development is degenerative aortic stenosis. The use of transcatheter aortic valve implantation (TAVI) has transformed the treatment of the entire surgical risk spectrum, but there is limited real-world data that define the patterns of treatment and post-treatment results in the Middle East and North Africa (MENA) region.

Objectives

To characterize the pattern of treatment allocation, clinical and procedural outcome, and predictors at the baselines of six months mortality in patients in a row who were referred to a specialist assessment …

Role Of Complete Blood Cells Indices In Predicting Neonatal Sepsis Mortality, Sohaila Ali Abd El-Halim, Marwa Taha, Fifi Helmy Aboualy, Raghda Samir Abdellatif, Mai Mohammed Mostafa

Journal of Medicine in Scientific Research

Background: Neonatal sepsis remains a leading cause of morbidity and mortality in newborns. Identifying reliable prognostic markers is crucial for early diagnosis and treatment. Elevated levels of C-reactive protein (CRP) and increased platelet distribution width (PDW) have been associated with adverse outcomes in septic neonates. Objective: This study was performed in an attempt to assess the predictive value of Complete Blood Count (CBC) indices, including red cell distribution width (RDW), mean platelet volume (MPV), and PDW for mortality in septic neonates. Patients and Methods: This cohort study was conducted in the neonatal intensive care unit (NICU) of Mataria Teaching Hospital …

Identification Of The Seventh Cervical Vertebra By Palpation With Neck Rotation And Side Bending In Patients With Neck Pain., Eslam Elsayed Ali Shohda, Malaka Abdelmoniem Ibrahim El Khawaga, Amr Abdelaziz Hanafi Mohamed

Journal of Medicine in Scientific Research

Background: Precise localization of vertebral levels through clinical examination represents an essential competency for healthcare professionals across multiple disciplines. The present study sought to assess the reliability of identifying the seventh cervical vertebra (C7) via palpation during cervical rotation and side bending in individuals experiencing neck pain.

Materials and Methods: A cross-sectional study was carried out in the physiotherapy outpatient department of Al-Ahrar Teaching Hospital, located in Zagazig, Egypt. Thirty individuals with complaints of neck pain were recruited for participation. The seventh cervical vertebra (C7) was determined by palpating the most mobile vertebra among the three most prominent cervical segments …

Redox-Mediator Enhanced Electrochemiluminescence Under Non-Aqueous Conditions, Steven J. Blom, Fazeleh Mesgari, El M.S. Martin, Egan H. Doeven, David J. Hayne, Timothy U. Connell, Peter J. Barnard, Narges Saeedizadeh, Seyed Mohammad Jafar Jalali, Paul S. Francis

Research outputs 2022 to 2026

The introduction of small-molecule redox mediators into aqueous co-reactant electrochemiluminescence (ECL) systems has emerged as an effective strategy to increase signal intensity. Herein, we investigate the influence of a series of neutral iridium(iii) complexes (Ir(pmi)3, Ir(ppy)3, Ir(ppz)3 and Ir(ppy)2(acac)) as redox mediators for co-reactant ECL in acetonitrile. Using [Ru(bpy)3]²⁺ as a benchmark luminophore and tri-n-propylamine (TPrA) as a co-reactant, the redox mediators elicit similar effects in this solvent to those of their sulfonated [Ir(sppy)3]³⁻ and [Ir(sppz)3]³⁻ analogues under aqueous conditions. The Ir(ppz)3 complex was most effective; at a concentration of 100 µM it produced an 11-fold increase …

Quantum General Relativity V2, James Glimm, James Glimm

Department of Applied Mathematics & Statistics Faculty Publications

We construct a quantum general relativity theory.. The construction includes specification of a cosmological model. Based on type Ia supernova data, the model has zero dark energy and zero cosmological constant.

The analysis is at the level of theoretical physics, with some mathematical details omitted.

Brst Conserved Moments For Fluids, James Glimm

Department of Applied Mathematics & Statistics Faculty Publications

This note adds a missing proof for an assertion in the original paper Gauge Invariance and Repeated Time Isolated Solution Discontinuities.

The assertion is that under weak limits and within a constant energy isosurface, enstrophy is conserved up to losses due to viscous dissipation.

According to the BRST theory for quantum Yang-Mills fields, the conserved moments are exactly those with infinite vacuum expectation values. Application of the BRST theory to fluids is explored. The BRST restriction to the loop expansion (fixed space) is justified by the reqirement that a perturbative expansion can be constructed. In this case the theory predicts …

Mathematicly Rigorous Quantum General Relativity, I: Pure, James Glimm

Department of Applied Mathematics & Statistics Faculty Publications

A pure general relativity (quantum or classical) is one lacking in matter. Such a field has a Lorentzian space time geometry. A renormalization perturbative expansion, truncated to all finite orders, establishes both the quantum and the general relativity theory with full mathematical rigor.