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A Framework Of Lightweight Deep Cross-Connected Convolution Kernel Mapping Support Vector Machines, Qi Wang, Zhaoying Liu, Ting Zhang, Shanshan Tu, Yujian Li, Muhammad Waqas

Research outputs 2022 to 2026

Deep kernel mapping support vector machines have achieved good results in numerous tasks by mapping features from a low-dimensional space to a high-dimensional space and then using support vector machines for classification. However, the depth kernel mapping support vector machine does not take into account the connection of different dimensional spaces and increases the model parameters. To further improve the recognition capability of deep kernel mapping support vector machines while reducing the number of model parameters, this paper proposes a framework of Lightweight Deep Convolutional Cross-Connected Kernel Mapping Support Vector Machines (LC-CKMSVM). The framework consists of a feature extraction module …

Gut Microbiota Diversity And Composition In Predicting Immunotherapy Response And Immunotherapy-Related Colitis In Melanoma Patients: A Systematic Review, Oliver Oey, Yu-Yang Liu, Angela F. Sunjaya, Daniel M. Simadibrata, Muhammad A. Khattak, Elin Gray

Research outputs 2022 to 2026

Background: Gut microbiome (GM) composition and diversity have recently been studied as a biomarker of response to immune checkpoint blockade therapy (ICB) and of ICB-related colitis. Aim: To conduct a systematic review on the role of GM composition and diversity in predicting response and colitis in patients with melanoma treated with ICB. Methods: The review protocol was registered in PROSPERO: CRD42021228018. From a total of 300 studies, nine studies met inclusion criteria. Two studies were phase I clinical trials, while the remainder were prospective observational studies. All but one study has moderate risk of bias. In addition, we conducted a …

Patch Dynamics Driven By Wave Exposure In Subtidal Temperate Seaweeds Are Exacerbated By Warming Oceans, Yannick Mulders, Lydiane Mattio, Julia C. Phillips, Paul S. Lavery, Gary A. Kendrick, Thomas Wernberg

Research outputs 2022 to 2026

Over the past decades, ocean temperatures have been steadily increasing and are projected to continue to do so, stressing many temperate marine organisms. Changing temperatures do not affect ecosystems in isolation, but interact with many other factors in shaping ecological communities. We investigated the changes over 2 decades in subtidal temperate seaweed communities over a wave exposure gradient in Western Australia, a global warming hotspot. We found higher diversity in the seaweed community and a higher proportion of biomass of species with a warm affinity (expressed as the tropicalization index: TI) over time. There was no decline in biomass of …

Prevalence And Risk Factors Of Preterm Birth Among Pregnant Women Admitted At The Labor Ward Of The Komfo Anokye Teaching Hospital, Ghana, Enoch Odame Anto, Wina Ivy Ofori Boadu, Stephen Opoku, Ebenzer Senu, Valentine Christian Kodzo Tsatsu Tamakloe, Augustine Tawiah, Frank Ankobea, Emmanuel Acheampong, Agartha Odame Anto, Michael Appiah, Yaw Amo Wiafe, Max Efui Annani-Akollor, Christian Obirikorang, Otchere Addai-Mensah

Research outputs 2022 to 2026

Preterm birth is a global epidemic and a leading cause of neonatal mortality in Sub-Saharan Africa. We evaluated the prevalence and risk factors of preterm birth among women attending the labor ward for delivery at a tertiary hospital in Ghana. This comparative cross-sectional study was conducted among a cohort of 209 pregnant women admitted to the labor ward of the Komfo Anokye Teaching Hospital (KATH). Pregnant women who delivered between 28 and 36 completed weeks of gestation were classified as preterm delivery whereas those who delivered after 37–42 completed weeks were described as term. Sociodemographic, clinical, and obstetric data were …

Understanding Employee Travel Behaviours In Response To Workplace Relocation: A Case Study Comparing Commuting Patterns Between Subiaco And Perth, Western Australia, Emil E. Jonescu, Chamil E. Ramanayaka, Stephen Moorcroft, Dean Symington

Research outputs 2022 to 2026

Our built environments offer distinct variables that impact behaviour–throughout the world, and equally within Western Australia. However, an in-depth analysis of extant literature indicates that influencing human behaviour is difficult in the absence of a ‘disruption’ event. Accordingly, this organization-level study examined the disruptive effects of relocating from a Subiaco office to a new office in Perth’s Central Business District on the commute habits of its built-environment professional employees. The relocation occurred during a ‘non-lockdown’ period between July and August 2021 (southern hemisphere winter). The study sought to determine if an office relocation constituted a sufficient ‘disruption’ to affect employees’ …

Genes Involved In Platelet Aggregation And Activation Are Downregulated During Acute Anaphylaxis In Humans, Francesca M. Mcgrath, Abbie Francis, Daniel M. Fatovich, Stephen P. J. Macdonald, Glenn Arendts, Andrew J. Woo, Erika Bosio

Research outputs 2022 to 2026

Objective: Mechanisms underlying the anaphylactic reaction in humans are not fully understood. Here, we aimed at improving our understanding of anaphylaxis by investigating gene expression changes. Methods: Microarray data set GSE69063 was analysed, describing emergency department (ED) patients with severe anaphylaxis (n = 12), moderate anaphylaxis (n = 6), sepsis (n = 20) and trauma (n = 11). Samples were taken at ED presentation (T0) and 1 h later (T1). Healthy controls were age and sex matched to ED patient groups. Gene expression changes were determined using limma, and pathway analysis applied. Differentially expressed genes were validated in an independent …

International Professional Skills: Interdisciplinary Project Work, Thomas Mejtoft, Helen Cripps, Christopher Blöcker

Research outputs 2022 to 2026

Higher education should provide learning situations that prepare students for a future profession and make them world-ready. This paper reports insights from an international interdisciplinary collaborative project aiming to create learning experiences that are close to a professional situation. The collaboration setup simulates a setting of a digital agency with a development team in Sweden and a marketing team in Australia working together to solve a task. The collaborative project has been active since 2017, completing its fifth iteration in 2021. Postcourse survey results show that the students felt that a real situation was created with a high level of …

Impact Of Covid-19 Lockdown On Physical Activity Behaviours Of Older Adults Who Participated In A Community-Based Exercise Program Prior To The Lockdown, Kaoru Nosaka, Caitlin Fox-Harding, Kazunori Nosaka

Research outputs 2022 to 2026

This study investigated the impact of the 2020 COVID-19 lockdown on community-dwelling older adults attending a community-based exercise program to seek strategies to keep them active during self-isolated situations. A two-phase mixed methods approach included a survey followed by in-person focus groups. Forty-eight participants, with 32 starting a community-based exercise program before the lockdown and 16 joining the program after the lockdown, completed a questionnaire survey about physical activities before and during the lockdown. This was followed by three focus groups (26 participants in total) to identify factors influencing physical activity behaviours found in the survey. The survey found that …

Predicting Climate-Sensitive Water-Related Disease Trends Based On Health, Seasonality And Weather Data In Fiji, Sarah Nelson, Aaron Jenkins, Stacy D. Jupiter, Pierre Horwitz, Sangeeta Mangubhai, Seye Abimbola, Anaseini Ratu, Timoci Naivalulevu, Joel Negin

Research outputs 2022 to 2026

Leptospirosis, typhoid and dengue are three water-related diseases influenced by environmental factors. We examined whether seasonality and rainfall predict reported syndromes associated with leptospirosis, typhoid and dengue in Fiji. Poisson generalised linear models were fitted with s6 early warning, alert and response system (EWARS) syndromic conditions from March 2016 until December 2020, incorporating seasonality, temperature and rainfall. Watery diarrhoea, prolonged fever and suspected dengue displayed seasonal trends with peaks corresponding with the rainy season, while bloody diarrhoea, acute fever with rash and acute jaundice syndrome did not. Seasonality was the most common predictor for watery and bloody diarrhoea, prolonged fever, …

Optimal Sizing And Energy Scheduling Of Grid-Supplemented Solar Pv Systems With Battery Storage: Sensitivity Of Reliability And Financial Constraints, Aakash Hassan, Yasir M. Al-Abdeli, Martin Masek, Octavian Bass

Research outputs 2022 to 2026

Establishing reliable, clean, and inexpensive solar PV systems is a complex interplay between the level of reliability (LPSP), financial constraints, and CO2 emissions. This paper investigates the impact of these factors on stand-alone (SA) and grid-supplemented (GS) solar PV systems over multiple seasons. The research uses established hardware models, detailed power management strategies as well as realistic Australian grid tariffs and Genetic Algorithms to find the minimum Cost of Energy (COE) subject to LPSP and financial constraints. The developed power management strategies are also tested experimentally on a real solar PV system. The results indicate that the grid-supplemented system yields …

Towards A Digital Twin For Characterising Natural Source Zone Depletion: A Feasibility Study Based On The Bemidji Site, Kaveh Sookhak Lari, Greg B. Davis, John L. Rayner

Research outputs 2022 to 2026

Natural source zone depletion (NSZD) of light non-aqueous phase liquids (LNAPLs) may be a valid long-term management option at petroleum impacted sites. However, its future long-term reliability needs to be established. NSZD includes partitioning, biotic and abiotic degradation of LNAPL components plus multiphase fluid dynamics in the subsurface. Over time, LNAPL components are depleted and those partitioning to various phases change, as do those available for biodegradation. To accommodate these processes and predict trends and NSZD over decades to centuries, for the first time, we incorporated a multi-phase multi-component multi-microbe non-isothermal approach to representatively simulate NSZD at field scale. To …

Digitalization In Food Supply Chains: A Bibliometric Review And Key-Route Main Path Analysis, Abderahman Rejeb, Karim Rejeb, Alireza Abdollahi, Suhaiza Zailani, Mohammad Iranmanesh, Morteza Ghobakhloo

Research outputs 2022 to 2026

Technological advances such as blockchain, artificial intelligence, big data, social media, and geographic information systems represent a building block of the digital transformation that supports the resilience of the food supply chain (FSC) and increases its efficiency. This paper reviews the literature surrounding digitalization in FSCs. A bibliometric and key-route main path analysis was carried out to objectively and analytically uncover the knowledge development in digitalization within the context of sustainable FSCs. The research began with the selection of 2140 articles published over nearly five decades. Then, the articles were examined according to several bibliometric metrics such as year of …

Reference-Free Differential Histogram-Correlative Detection Of Steganography: Performance Analysis, Natiq M. Abdali, Zahir M. Hussain

Research outputs 2022 to 2026

Recent research has demonstrated the effectiveness of utilizing neural networks for detect tampering in images. However, because accessing a database is complex, which is needed in the classification process to detect tampering, reference-free steganalysis attracted attention. In recent work, an approach for least significant bit (LSB) steganalysis has been presented based on analyzing the derivatives of the histogram correlation. In this paper, we further examine this strategy for other steganographic methods. Detecting image tampering in the spatial domain, such as image steganography. It is found that the above approach could be applied successfully to other kinds of steganography with different …

Changes In Body Composition In Patients With Malignant Pleural Mesothelioma And The Relationship With Activity Levels And Dietary Intake, Emily Jeffery, Y. C. Gary Lee, Robert U. Newton, Philippa Lyons-Wall, Joanne Mcveigh, Deirdre B. Fitzgerald, Leon Straker, Carolyn J. Peddle-Mcintyre

Research outputs 2022 to 2026

Background:

Skeletal muscle loss is common in advanced cancer and is associated with negative outcomes. In malignant pleural mesothelioma (MPM), no study has reported body composition changes or factors associated with these changes. This study aimed to describe changes in body composition over time and its relationship with activity levels, dietary intake and survival.

Methods:

The study was a secondary analysis of data collected from a longitudinal observational study of patients with MPM. Participants completed 3-month assessments for up to 18 months. Participants with two dual-energy x-ray absorptiometry (DXA) scans were included. Changes in appendicular skeletal muscle mass (ASM) and …

Quadriceps Muscle Fatigue Reduces Extension And Flexion Power During Maximal Cycling, Steven J. O'Bryan, Janet L. Taylor, Jessica M. D'Amico, David M. Rouffet

Research outputs 2022 to 2026

Purpose:

To investigate how quadriceps muscle fatigue affects power production over the extension and flexion phases and muscle activation during maximal cycling.

Methods:

Ten participants performed 10-s maximal cycling efforts without fatigue and after 120 bilateral maximal concentric contractions of the quadriceps muscles. Extension power, flexion power and electromyographic (EMG) activity were compared between maximal cycling trials. We also investigated the associations between changes in quadriceps force during isometric maximal voluntary contractions (IMVC) and power output (flexion and extension) during maximal cycling, in addition to interindividual variability in muscle activation and pedal force profiles.

Results:

Quadriceps IMVC (−52 ± 21%, …

The Safety And Efficacy Of Using Moxibustion And Or Acupuncture For Cancer-Related Insomnia: A Systematic Review And Meta-Analysis Of Randomised Controlled Trials, Carol Chunfeng Wang, Ellen Yichun Han, Mark Jenkins, Xuepei Hong, Shuqin Pang, Lisa Whitehead, Deborah L. Kirk, Anne Williams

Research outputs 2022 to 2026

Introduction:

This study aimed to synthesise the best available evidence on the safety and efficacy of using moxibustion and/or acupuncture to manage cancer-related insomnia (CRI).

Methods:

The PRISMA framework guided the review. Nine databases were searched from its inception to July 2020, published in English or Chinese. Randomised clinical trials (RCTs) of moxibustion and or acupuncture for the treatment of CRI were selected for inclusion. Methodological quality was assessed using the method suggested by the Cochrane collaboration. The Cochrane Review Manager was used to conduct a meta-analysis.

Results:

Fourteen RCTs met the eligibility criteria. Twelve RCTs used the Pittsburgh Sleep …

Haemodiafiltration And Haemodialysis Should Be Reported Separately By Kidney Replacement Therapy Registries, Ulrich Steinwandel, Hugh Davies, Nicholas Gibson

Research outputs 2022 to 2026

No abstract provided.

Geostatistical Tools To Assess Shifts In Recreational Fishing, Shannon J. Burchert, Glenn A. Hyndes, Karina Ryan, Ute Mueller

Research outputs 2022 to 2026

The use of geostatistical indices to examine fishery-dependent data over time is novel. We assess the value of a range of these indices for describing trends in boat-based recreational fishing in Western Australia and areas of high effort and catches for two demersal species with varying biological characteristics, life histories and distributions. The number of blocks (10- × 10-nautical mile (~19- × 19-km) area) visited decreased by 40%, while the number of fishing trips with demersal species catch increased by 15%. Spatial indices showed a south-easterly shift in demersal catch per unit effort (CPUE) across survey years. The southerly shift …

Matrilateral Bias Of Grandparental Investment In Grandchildren Persists Despite The Grandchildren’S Adverse Early Life Experiences, Samuli Helle, Antti O. Tanskanen, David A. Coall, Mirkka Danielsbacka

Research outputs 2022 to 2026

Evolutionary theory predicts a downward flow of investment from older to younger generations, representing individual efforts to maximize inclusive fitness. Maternal grandparents and maternal grandmothers (MGMs) in particular consistently show the highest levels of investment (e.g. time, care and resources) in their grandchildren. Grandparental investment overall may depend on social and environmental conditions that affect the development of children and modify the benefits and costs of investment. Currently, the responses of grandparents to adverse early life experiences (AELEs) in their grandchildren are assessed from a perspective of increased investment to meet increased need. Here, we formulate an alternative prediction that …

Application Of Benchtop Humidity And Temperature Chamber In The Measurement Of Water Vapor Sorption In Us Shales From Mancos, Marcellus, Eagle Ford And Wolfcamp Formations, Hesham Abdulelah, Berihun Mamo Negash, Atta Dennis Yaw, Tareq M. Al-Shami, Ahmed Al-Yaseri, Eswaran Padmanabhan

Research outputs 2022 to 2026

A benchtop humidity and temperature chamber was used to assess water vapor sorption in four US shale samples at 90 °C. Water sorption isotherms were measured at relative humidity ranging from 10 to 99% and temperature of 90 °C. Shale fractal properties were then evaluated, and capillary pressure (ranging from 1.70 to 386 MPa) was obtained using Kelvin relationship. The results show that Mancos shale, from the US, adsorbed more absorbed water due to its high clay concentration and low TOC. However, Wolfcamp shale, from the US, has the lowest TOC and clay concentration, adsorbing the lowest amount of water. …

Barriers And Facilitators To Exercise Among Adult Cancer Survivors In Singapore, Alexandre Chan, Kayleen Ports, Patricia Neo, Mothi Babu Ramalingam, Ang Tee Lim, Benedict Tan, Nicolas H. Hart, Raymond J. Chan, Kiley Loh

Research outputs 2022 to 2026

Purpose:

Exercise can help cancer survivors manage sequela, treatment side effects, improve overall quality of life, and is recommended for most. The purpose of this study was to investigate exercise behavior and factors influencing exercise engagement among cancer survivors at the National Cancer Centre, Singapore (NCCS).

Methods:

This cross-sectional study was inclusive of survivors of all cancer types and stages who were at least 21 years of age and had undergone chemotherapy at the NCCS. Surveys were utilized to assess survivor barriers and facilitators to exercise and to retrospectively assess physical activity and exercise behaviors at 4 cancer-related time periods …

Modeling Digital Camera Monitoring Count Data With Intermittent Zeros For Short-Term Prediction, Eben Afrifa-Yamoah, Ute Mueller

Research outputs 2022 to 2026

Digital camera monitoring has revolutionised survey designs in many fields, as an important source of information. The extended sampling coverage offered by this monitoring scheme makes it preferable compared to other traditional methods of survey. However, data obtained from digital camera monitoring are often highly variable, and characterized by sparse periods of zero counts, interspersed with missing observations due to outages. In practice, missing data of relatively shorter duration are mostly observed and are often imputed using interpolation techniques, ignoring long-term trends leading to inherent estimation biases. In this study, we investigated time series forecasting methods that adequately handle intermittency …

Navigating Loss And Value Trade-Offs In A Changing Climate, Karen Paiva Henrique, Petra Tschakert, Chantal Bourgault Du Coudray, Pierre Horwitz, Kai Daniel Christian Krueger, Alexander James Wheeler

Research outputs 2022 to 2026

Climate change puts at risk what people value in their everyday lives, with evidence of harm and suffering already taking place across all regions of the world. As societies slowly come to grips with the possibility of not being able to save everything that is valued, there is an urgent need to identify what is most important for individuals and groups, to prioritise action and prevent or minimise intolerable losses. Yet, people's priorities vary greatly; individual choices are contingent on what people hold dear in the places they inhabit, which in turn is shaped by their positioning in society and …

Threat Assessment, Sense Making, And Critical Decision-Making In Police, Military, Ambulance, And Fire Services, Greg Penney, David Launder, Joe Cuthbertson, Matthew B. Thompson

Research outputs 2022 to 2026

Military and emergency response remain inherently dangerous occupations that require the ability to accurately assess threats and make critical decisions under significant time pressures. The cognitive processes associated with these abilities are complex and have been the subject of several significant, albeit service specific studies. Here, we present an attempt at finding the commonalities in threat assessment, sense making, and critical decision-making for emergency response across police, military, ambulance, and fire services. Relevant research is identified and critically appraised through a systematic literature review of English-language studies published from January 2000 through July 2020 on threat assessment and critical decision-making …

Walking Improvement In Chronic Incomplete Spinal Cord Injury With Exoskeleton Robotic Training (Wise): A Randomized Controlled Trial, Dylan J. Edwards, Gail Forrest, Mar Cortes, Margaret M. Weightman, Cristina Sadowsky, Shuo-Hsiu Chang, Kimberly Furman, Amy Bialek, Sara Prokup, John Carlow, Leslie Vanhiel, Laura Kemp, Darrell Musick, Marc Campo, Arun Jayaraman

Research outputs 2022 to 2026

Study design:

Clinical trial.

Objective:

To demonstrate that a 12-week exoskeleton-based robotic gait training regimen can lead to a clinically meaningful improvement in independent gait speed, in community-dwelling participants with chronic incomplete spinal cord injury (iSCI).

Setting:

Outpatient rehabilitation or research institute.

Methods:

Multi-site (United States), randomized, controlled trial, comparing exoskeleton gait training (12 weeks, 36 sessions) with standard gait training or no gait training (2:2:1 randomization) in chronic iSCI ( > 1 year post injury, AIS-C, and D), with residual stepping ability. The primary outcome measure was change in robot-independent gait speed (10-meter walk test, 10MWT) post 12-week intervention. Secondary …

Wanji-Wanji: The Past And Future Of An Aboriginal Travelling Song, Myfany Turpin, Calista Yeoh, Clint Bracknell

Research outputs 2022 to 2026

Classical Aboriginal culture in Australia consists of many different kinds of ceremonies, including travelling ceremonies that are often shared across linguistic and geographical boundaries. Each of these ceremonies is made up of dozens of different verses. Perhaps the most widely known travelling ceremony is one referred to in some areas as ‘Wanji-wanji’. This was known over half the country and dates back at least 170 years, as evidenced in eleven legacy recordings and fieldwork interviewing more than 100 people across the western half of Australia. Like any oral tradition, the names of such ceremonies vary from place to place and …

Women's Experiences Of Breech Birth Decision Making: An Integrated Review, Sara E. Morris, Deborah Sundin, Sadie Geraghty

Research outputs 2022 to 2026

INTRODUCTION: Currently, caesarean section is the primary mode of birth for a breech presenting fetus, leading to a deskilling of clinicians and limitation of birth choices for women. The aim of this review is to present a synthesized summary of existing literature related to women's experiences of breech birth mode decision-making. METHODS: A systematic search of the literature was conducted in April 2021, utilizing five databases to identify and obtain peer-reviewed articles meeting the predetermined selection criteria. RESULTS: Four major categories were synthesized from the integrated review: 1) Women who desire a vaginal birth may experience a range of negative …

A Translational Research Framework For Nurse Practitioners, Mary Ryder, Elisabeth Jacob

Research outputs 2022 to 2026

Aims This study aims to explore a proposed translational research continuum for nurse practitioners. Background Nurse practitioners are acknowledged as clinical leaders responsible for transforming health care delivery. It is important that nurse practitioners contribute to health care knowledge using scientific processes for the implementation of evidence-based practice and evaluation of outcomes of interventions for their patient groups. Evaluation This paper provides a review of translational research literature including implementation science to align nurse practitioner activities to a modified translational research framework. Key Issues A translational research framework has the potential to strengthen nursing research in the nurse practitioner role. …

Do Liquid Assets Lure Managers? Evidence From Corporate Misconduct, Rashid Zaman, Nader Atawnah, Muhammad Nadeem, Stephen Bahadar, Irfan H. Shakri

Research outputs 2022 to 2026

We examine the effect of asset redeployability on corporate misconduct and find a significant positive relationship. Utilizing a large sample of public US firms for the period of 2001 to 2015, we find that a one standard deviation (SD) increase in the proportion of redeployable assets leads to a 7.2% increase in corporate fines. We also find that the positive association between asset redeployability and corporate misconduct varies across types of misconduct and industrial heterogeneity. In our channel analysis, we find that managerial risk-taking is a potential mechanism through which asset redeployability is associated with misconduct. Additional tests reveal that …

Overview Of Aboriginal And Torres Strait Islander Health Status, 2021, Australian Indigenous Healthinfonet

Research outputs 2022 to 2026

The main purpose of the Overview of Aboriginal and Torres Strait Islander health status (Overview) is to provide a comprehensive summary of the most recent indicators of the health and current health status of Australia’s Aboriginal and Torres Strait Islander people. The Overview has been prepared by HealthInfoNet staff as part of our contribution to supporting those who work in the Aboriginal and Torres Strait Islander health sector. The Overview is a key indicator of the HealthInfoNet’s commitment to authentic and engaged knowledge development and exchange. The initial sections of this Overview provide information about the context of Aboriginal and …