DQN-based resource allocation for NOMA-MEC-aided multi-source data stream
- Authors: Ling, Jing , Xia, Junjuan , Zhu, Fusheng , Gao, Chongzhi , Lai, Shiwei , Balasubramanian, Venki
- Date: 2023
- Type: Text , Journal article
- Relation: Eurasip Journal on Advances in Signal Processing Vol. 2023, no. 1 (2023), p.
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- Description: This paper investigates a non-orthogonal multiple access (NOMA)-aided mobile edge computing (MEC) network with multiple sources and one computing access point (CAP), in which NOMA technology is applied to transmit multi-source data streams to CAP for computing. To measure the performance of the considered NOMA-aided MEC network, we first design the system cost as a linear weighting function of energy consumption and delay under the NOMA-aided MEC network. Moreover, we propose a deep Q network (DQN)-based offloading strategy to minimize the system cost by jointly optimizing the offloading ratio and transmission power allocation. Finally, we design experiments to demonstrate the effectiveness of the proposed strategy. Specifically, the designed strategy can decrease the system cost by about 15% compared with local computing when the number of sources is 5. © 2023, The Author(s).
E-cigarette use among male smokers in Al-Ahsa, Kingdom of Saudi Arabia : a cross-sectional study
- Authors: Al Rajeh, Ahmed , Mahmud, Ilias , Al Imam, Mahmudul , Rahman, Muhammad Aziz , Al Shehri, Fariss , Alomayrin, Salman , Alfazae, Nawaf , Elmosaad, Yousif , Alasqah, Ibrahim
- Date: 2023
- Type: Text , Journal article
- Relation: International Journal of Environmental Research and Public Health Vol. 20, no. 1 (2023), p.
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- Description: E-cigarette use is increasing globally. Recent evidence suggests that e-cigarettes contain harmful substances that could cause adverse health outcomes. This study investigated the prevalence and associated factors of e-cigarette use among male current smokers in Saudi Arabia. We conducted a cross-sectional survey of adult male current smokers in the Al-Ahsa province of Saudi Arabia. Data were collected using a structured questionnaire. We performed logistic regression analyses to investigate the factors associated with e-cigarette use among adult male current smokers. 325 current smokers participated in the study. A third of them (33.5%) were e-cigarette users. Almost all the study participants (97.0%) had heard about e-cigarettes. Participants who were occasional smokers (Odds Ratio (OR): 2.28; 95% Confidence Interval (CI): 1.17–4.41) and had good knowledge perception of e-cigarettes (OR 3.49; 95% CI: 2.07–5.90) had higher odds of using e-cigarettes when compared to regular smokers of conventional cigarettes and current smokers with poor knowledge perception of e-cigarettes, respectively. In contrast, private employees (OR: 0.25, 95% CI: 0.07–0.85), and business owners (OR: 0.09, 95% CI: 0.01–0.63) had lower odds of using e-cigarettes compared to unemployed individuals. Compared with non-e-cigarette users, the rate of conventional cigarette smoking per day was significantly lower among e-cigarette users. Use of e-cigarette (OR: 3.57, 95% CI: 2.14–5.98), believing that e-cigarette quitting is hard (OR: 2.02, 95% CI: 1.17–3.49) and trying to quit e-cigarettes (OR: 2.17, 95% CI: 1.1–4.25) were found to be significant predictors of good knowledge perception of e-cigarettes among the current smokers. The use and knowledge perception of e-cigarettes were higher among occasional conventional male cigarette smokers than regular male smokers in Al-Ahsa province. The use of e-cigarettes as smoking cessation aids should be examined further in the Saudi Arabian setting. © 2022 by the authors.
Education for living well in a world worth living in
- Authors: Kemmis, Stephen
- Date: 2023
- Type: Text , Book chapter
- Relation: Living Well in a World Worth Living in for All: Volume 1: Current Practices of Social Justice, Sustainability and Wellbeing p. 13-25
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- Description: This chapter sets out to articulate and provide a theoretical justification for the view that education has a double purpose: the formation of individual persons and the formation of societies. The argument proceeds in four parts. First, it outlines the dialectic of the individual and the collective articulated in Marx’s third thesis on Feuerbach. Second, using the theory of practice architectures, it describes the three-dimensional intersubjective space in which this dialectic is realised: the space in which people encounter one another as interlocutors, as embodied beings, and as social and political beings. Third, it shows that the dialectic of the individual-collective, as it unfolds through time, is more than an abstract matter, which Hegel pursued in the form of a history of ideas; against Hegel, the Young Hegelians, including Feuerbach and Marx, argued that the dialectic of the individual-collective is a concrete and practical matter, realised in human history and practice. The final section draws these three strands together in a contemporary theory of education underpinned by the theory of practice architectures. © The Author(s) 2023.
Educational leaders’ perceptions of STEM education revealed by their drawings and texts
- Authors: Hatisaru, Vesife , Falloon, Garry , Seen, Andrew , Fraser, Sharon , Powling, Markus , Beswick, Kim
- Date: 2023
- Type: Text , Journal article
- Relation: International Journal of Mathematical Education in Science and Technology Vol. 54, no. 8 (2023), p. 1437-1457
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- Description: This study explored school principals' and teacher educators' perceptions of STEM education based on how they described STEM as a discipline, their understanding of the nature of teaching and learning of STEM, and the capabilities of a STEM-educated person. Data were generated through the Draw a STEM Learning Environment (D-STEM) instrument comprising drawn and written descriptions where participants drew a picture of a STEM learning environment and completed five prompt statements about what STEM is and how an individual develops personal STEM capability. The Legitimation Code Theory (LCT) specialization codes were used for data analysis (198 individual response items in total) to understand how the participants perceive STEM education. Almost half the participant responses indicated knowledge-code perceptions with a smaller but significant number (approximately a third of responses) indicating knower-code perceptions. The remaining responses showed élite-code perceptions, indicating a small proportion of participants valued the development of both disciplinary knowledge/practices and generic skills/attributes in STEM education. We posit that curriculum structure and reporting requirements influence these perceptions. Further research in relation to the influence of such understandings on enacted curriculum is warranted. © 2023 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group.
Effect of corrosion on the bond behavior of steel-reinforced, alkali-activated slag concrete
- Authors: Cui, Yifei , Qu, Shihao , Gao, Kaikai , Tekle, Biruk , Bao, Jiuwen , Zhang, Peng
- Date: 2023
- Type: Text , Journal article
- Relation: Materials Vol. 16, no. 6 (2023), p.
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- Description: Alkali-activated slag concrete (ASC) is regarded as one of the most promising sustainable construction materials for replacing ordinary Portland cement concrete (OPC) due to its comparable strength and outstanding durability in challenging environments. In this study, the corrosion of steel bars embedded in ASC and OPC was studied by means of an electrically accelerated corrosion test of steel bars in concrete. Meanwhile, the bond performance of the corroded steel bars embedded in ASC was tested and compared with corresponding OPC groups. The results showed that ASC and OPC behaved differently in terms of bond deterioration. The high chemical resistance of ASC decreased the corrosion of steel bars and, thus, increased the residue bond strength and the bond stiffness. © 2023 by the authors.
Effect of hydralazine on angiotensin II-induced abdominal aortic aneurysm in apolipoprotein e-deficient mice
- Authors: Wang, Yutang , Sargisson, Owen , Nguyen, Dinh , Parker, Ketura , Pyke, Stephan , Alramahi, Ahmed , Thihlum, Liam , Fang, Yan , Wallace, Morgan , Berzins, Stuart , Oqueli, Ernesto , Magliano, Dianna , Golledge, Jonathan
- Date: 2023
- Type: Text , Journal article
- Relation: International Journal of Molecular Sciences Vol. 24, no. 21 (2023), p.
- Relation: https://purl.org/au-research/grants/nhmrc/1062671
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- Description: The rupture of an abdominal aortic aneurysm (AAA) causes about 200,000 deaths worldwide each year. However, there are currently no effective drug therapies to prevent AAA formation or, when present, to decrease progression and rupture, highlighting an urgent need for more research in this field. Increased vascular inflammation and enhanced apoptosis of vascular smooth muscle cells (VSMCs) are implicated in AAA formation. Here, we investigated whether hydralazine, which has anti-inflammatory and anti-apoptotic properties, inhibited AAA formation and pathological hallmarks. In cultured VSMCs, hydralazine (100
Effect of selected environmental factors on the seed germination of the invasive species Polygala myrtifolia (Polygalaceae) in Australia
- Authors: Roberts, Natalie , Moloney, Katrina , Monie, Kristin , Florentine, Singarayer
- Date: 2023
- Type: Text , Journal article
- Relation: Australian Journal of Botany Vol. 71, no. 6 (2023), p. 286-295
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- Description: Context. Polygala myrtifolia L. has become a significant environmental weed in Australia, where it has invaded coastal ecosystems in temperate regions and there is a high risk of extensive further spread. Knowledge of seed-germination behaviour is essential to understand the potential future impact of this species. Aims. We investigated the effects of selected environmental factors and dormancy on P. myrtifolia seed germination and emergence to improve management strategies. Methods. Seeds were exposed to light, temperature, pH, salinity, osmotic potential and burial depth treatments to assess germination responses, dormancy and viability. Key results. Non-dormant seeds readily germinated to high percentages (93.0–95.0%) under specific day–night temperatures of 25°C–15°C regardless of light conditions and across all soil pH (75.0–100.0%). Salinities were tolerated up to 100 mM NaCl (70.0% germination) before sharply declining. Germination reduced from 98.3% to 40.0% at osmotic potentials of
Effect of traumatic upper-limb injury on cognitive functions : a cross-sectional observational study
- Authors: Zhang, Xue , Tse, Tamara , Chen, Shao-Zhen , Qiu, Kai-Yi , Li, Xia , Zoghi, Maryam
- Date: 2023
- Type: Text , Journal article
- Relation: Hand Surgery and Rehabilitation Vol. 42, no. 5 (2023), p. 413-418
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- Description: Objectives: There is growing evidence of cognitive impairment after traumatic peripheral lesions. The purpose of this study was to explore the association between cognitive function and traumatic upper-limb injury. We assessed difference in cognitive function between participants with and without upper-limb injury, and explored the association between cognitive function and certain variables in injured individuals: gender, age, body mass index (BMI), educational level, and occupation. We sought to identify the factors associated with cognitive function in injured subjects: time since injury, injury side, nerve injury, hand function, pain, and finger sensation. Material and methods: A cross-sectional observational study was conducted, with 2 groups: observational group (with traumatic upper-limb injury) and control group (uninjured). The 2 groups were matched for age, gender, BMI, educational level and occupation. Short-term memory and executive functions were assessed using the Rey Auditory and Verbal Learning Test (RAVLT) and Stroop Color and Word Test (SCWT), respectively. Results: 104 participants with traumatic upper-limb injury and 104 uninjured control subjects were included. There was a significant inter-group difference only in RAVLT (p < 0.01; Cohen d, of 0.38). Regression analysis demonstrated an association of pain on VAS (beta =
Effects of a structured reflective interview on parental reflective functioning : a pilot randomised controlled trial
- Authors: Low, Yu , Lewis, Andrew , Serfaty, Irene
- Date: 2023
- Type: Text , Journal article
- Relation: Journal of Child and Family Studies Vol. 32, no. 2 (2023), p. 516-529
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- Description: The Parental Reflective Interview Procedure was developed as part of an initial assessment interview for an attachment-based intervention for child mental health conditions. This study was a pilot randomised controlled trial that utilised a parallel, single-blind trial design to evaluate the differences in the effects of the Parental Reflective Interview Procedure compared to a diagnostic interview on parental reflective functioning. The control group was administered a structured diagnostic interview (Mini International Neuropsychiatric Interview for Children and Adolescents—Parent Version) and matched for time with clinician. The study sample were 25 parents of clinic-referred children who scored above the clinical cut-off score on the Child Behaviour Checklist. Parental reflective functioning was measured with the Parental Reflective Functioning Questionnaire at baseline and repeated post-intervention, and then again at a two-week follow up. Results showed that the Parental Reflective Interview Procedure produced moderate improvements in parents’ understanding of their children’s mental states and maintenance in their reflections on intergenerational parent-child relationship patterns. The diagnostic interview showed decreases in both these dimensions. The findings suggest that the Parental Reflective Interview Procedure is a promising format for initial assessment when referral indicates difficulty in the parent-child relationship. The interview acts as a good orientation for parents to an intervention focused on parent-child relationship dynamics. Further work refining this interview, its coding and integration into a tailored feedback session is required. © 2023, The Author(s).
Effects of α-lactalbumin on strength, fatigue and psychological parameters: a randomised double-blind cross-over study
- Authors: Mackay-Phillips, Karen , Orssatto, Lucas , Polman, Remco , Van der Pols, Jolieke , Trajano, Gabriel
- Date: 2023
- Type: Text , Journal article
- Relation: European Journal of Applied Physiology Vol. 123, no. 2 (2023), p. 381-393
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- Description: Purpose: The neurotransmitter serotonin has a strong effect on behaviour and motor control. Regarding motor control, serotonin contributes to the development of fatigue and is also involved in the ability of motor neurones to operate across a large range of forces (gain control). The consumption of tryptophan-rich supplements (such as
- Description: Purpose: The neurotransmitter serotonin has a strong effect on behaviour and motor control. Regarding motor control, serotonin contributes to the development of fatigue and is also involved in the ability of motor neurones to operate across a large range of forces (gain control). The consumption of tryptophan-rich supplements (such as α-lactalbumin) is of interest because this amino acid is the only precursor for brain serotonin synthesis. Therefore, the purpose of this study was to determine the effects of α-lactalbumin supplementation on neuromuscular performance. Methods: Using a randomised double-blind cross-over design, 16 healthy participants performed plantar flexor and handgrip maximal voluntary contractions, a 30-s submaximal handgrip contraction, and a plantar flexor fatigue protocol before and 90 min after consuming either 40 g of α-lactalbumin, an isonitrogenous beverage (Zein) or an isocaloric beverage (corn-starch). Sleepiness, mood, and cognition were assessed to evaluate any psychological effects. Results: α-Lactalbumin decreased force steadiness by 25% during the sustained submaximal handgrip contraction (p < 0.01) and induced greater fatigue (15% reduction in total torque–time integral, p = 0.01) during the fatigue protocol. These effects were not observed for the other control beverages. No effects were found for maximal or explosive strength, or psychological measurements. Conclusions: 40 g of α-lactalbumin increased handgrip force variability and reduced performance during fatiguing muscle contractions but did not influence brief maximal contractions or psychological parameters in healthy individuals. These findings support the hypothesis that the consumption of α-lactalbumin can increase motor neurone input–output gain and exacerbate central fatigue during sustained maximal exercise. © 2022, The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature.
Efficacy of a digital mental health biopsychosocial transdiagnostic intervention with or without therapist assistance for adults with anxiety and depression : adaptive randomized controlled trial
- Authors: Andrews, Brooke , Klein, Britt , Nguyen, Huy , Corboy, Denise , McLaren, Suzanne , Watson, Shaun
- Date: 2023
- Type: Text , Journal article
- Relation: Journal of Medical Internet Research Vol. 25, no. (2023), p.
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- Description: Background: Digital mental health (DMH) interventions incorporating elements that adapt to the evolving needs of consumers have the potential to further our understanding of the optimal intensity of therapist assistance and inform stepped-care models. Objective: The primary objective was to compare the efficacy of a transdiagnostic biopsychosocial DMH program, with or without therapist assistance for adults with subthreshold symptoms or a diagnosis of anxiety or depression. Methods: In a randomized adaptive clinical trial design, all participants had access to the DMH program, with eligibility to have their program augmented with therapist assistance determined by program engagement or symptom severity. Participants who met stepped-care criteria were randomized to have their treatment program augmented with either low-intensity (10 min/week of video chat support for 7 weeks) or high-intensity (50 min/week of video chat support for 7 weeks) therapist assistance. A total of 103 participants (mean age 34.17, SD 10.50 years) were assessed before (week 0), during (weeks 3 and 6), and after the intervention (week 9) and at the 3-month follow-up (week 21). The effects of 3 treatment conditions (DMH program only, DMH program+low-intensity therapist assistance, and DMH program+high-intensity therapist assistance) on changes in the 2 primary outcomes of anxiety (7-item Generalized Anxiety Disorder Scale [GAD-7]) and depression (9-item Patient Health Questionnaire [PHQ-9]) were assessed using the Cohen d, reliable change index, and mixed-effects linear regression analyses. Results: There were no substantial differences in the outcome measures among intervention conditions. However, there were significant time effect changes in most outcomes over time. All 3 intervention conditions demonstrated strong and significant treatment effect changes in GAD-7 and PHQ-9 scores, with absolute Cohen d values ranging from 0.82 to 1.79 (all P<.05). The mixed-effects models revealed that, in the Life Flex program–only condition at week 3, mean GAD-7 and PHQ-9 scores significantly decreased from baseline by 3.54 and 4.38 (all P<.001), respectively. At weeks 6, 9, and 21, GAD-7 and PHQ-9 scores significantly decreased from baseline by at least 6 and 7 points (all P<.001), respectively. Nonresponders at week 3 who were stepped up to therapist assistance increased program engagement and treatment response. At the postintervention time point and 3-month follow-up, 67% (44/65) and 69% (34/49) of the participants, respectively, no longer met diagnostic criteria for anxiety or depression. Conclusions: The findings highlight that early detection of low engagement and non–treatment response presents an opportunity to effectively intervene by incorporating an adaptive design. Although the study findings indicate that therapist assistance was no more effective than the DMH intervention program alone for reducing symptoms of anxiety or depression, the data highlight the potential influence of participant selection bias and participant preferences within stepped-care treatment models. ©Brooke Andrews, Britt Klein, Huy Van Nguyen, Denise Corboy, Suzanne McLaren, Shaun Watson.
Efficient future waste management : a learning-based approach with deep neural networks for smart system (LADS)
- Authors: Chauhan, Ritu , Shighra, Sahil , Madkhali, Hatim , Nguyen, Linh , Prasad, Mukesh
- Date: 2023
- Type: Text , Journal article
- Relation: Applied Sciences (Switzerland) Vol. 13, no. 7 (2023), p.
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- Description: Waste segregation, management, transportation, and disposal must be carefully managed to reduce the danger to patients, the public, and risks to the environment’s health and safety. The previous method of monitoring trash in strategically placed garbage bins is a time-consuming and inefficient method that wastes time, human effort, and money, and is also incompatible with smart city needs. So, the goal is to reduce individual decision-making and increase the productivity of the waste categorization process. Using a convolutional neural network (CNN), the study sought to create an image classifier that recognizes items and classifies trash material. This paper provides an overview of trash monitoring methods, garbage disposal strategies, and the technology used in establishing a waste management system. Finally, an efficient system and waste disposal approach is provided that may be employed in the future to improve performance and cost effectiveness. One of the most significant barriers to efficient waste management can now be overcome with the aid of a deep learning technique. The proposed method outperformed the alternative AlexNet, VGG16, and ResNet34 methods. © 2023 by the authors.
Electricity theft detection for energy optimization using deep learning models
- Authors: Pamir , Javaid, Nadeem , Javed, Muhammad , Houran, Mohamad , Almasoud, Abdullah , Imran, Muhammad
- Date: 2023
- Type: Text , Journal article
- Relation: Energy Science and Engineering Vol. 11, no. 10 (2023), p. 3575-3596
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- Description: The rapid increase in nontechnical loss (NTL) has become a principal concern for distribution system operators (DSOs) over the years. Electricity theft makes up a major part of NTL. It causes losses for the DSOs and also deteriorates the quality of electricity. The introduction of advanced metering infrastructure along with the upgradation of the traditional grids to the smart grids (SGs) has helped the electric utilities to collect the electricity consumption (EC) readings of consumers, which further empowers the machine learning (ML) algorithms to be exploited for efficient electricity theft detection (ETD). However, there are still some shortcomings, such as class imbalance, curse of dimensionality, and bypassing the automated tuning of hyperparameters in the existing ML-based theft classification schemes that limit their performances. Therefore, it is essential to develop a novel approach to deal with these problems and efficiently detect electricity theft in SGs. Using the salp swarm algorithm (SSA), gate convolutional autoencoder (GCAE), and cost-sensitive learning and long short-term memory (CSLSTM), an effective ETD model named SSA–GCAE–CSLSTM is proposed in this work. Furthermore, a hybrid GCAE model is developed via the combination of gated recurrent unit and convolutional autoencoder. The proposed model comprises five submodules: (1) data preparation, (2) data balancing, (3) dimensionality reduction, (4) hyperparameters' optimization, and (5) electricity theft classification. The real-time EC data provided by the state grid corporation of China are used for performance evaluations via extensive simulations. The proposed model is compared with two basic models, CSLSTM and GCAE–CSLSTM, along with seven benchmarks, support vector machine, decision tree, extra trees, random forest, adaptive boosting, extreme gradient boosting, and convolutional neural network. The results exhibit that SSA–GCAE–CSLSTM yields 99.45% precision, 95.93% F1 score, 92.25% accuracy, and 71.13% area under the receiver operating characteristic curve score, and surpasses the other models in terms of ETD. © 2023 The Authors. Energy Science & Engineering published by Society of Chemical Industry and John Wiley & Sons Ltd.
Emergency care in the context of armed conflict : nurses’ perspectives of the essential core competencies
- Authors: Mani, Zakaria , Kuhn, Lisa , Plummer, Virginia
- Date: 2023
- Type: Text , Journal article
- Relation: International Nursing Review Vol. 70, no. 4 (2023), p. 510-517
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- Description: Aim: To identify nurses’ perspectives of their core competencies for emergency care in the context of armed conflict. Introduction: Emergency department's (ED) capacity is frequently overwhelmed by a sudden surge of patients when located near armed conflict. Although emergency nurses are key frontline responders, evidence detailing core competencies needed to work in these areas remains limited. Method: The study used a cross-sectional survey design and is reported using STROBE guidelines. A validated questionnaire was administered in hospitals near the southern Kingdom of Saudi Arabia and Yemen border, where emergency nurses regularly manage large numbers of patients from armed conflict. Result: A total of 163 questionnaires were returned (68% response rate). Most participants were female and had more than six years of ED experience. The core competencies for emergency nurses working near armed conflict were identified and highly rated by participants: the highest mean value was 9.47/10 and the lowest was 8.89/10. Analysis revealed regular education, training and drills were needed to provide quality emergency nursing care for victims of armed conflict. Conclusion and implications for nursing and health policy: This study provides new evidence regarding core competencies in emergency nursing care in the context of armed conflict. The identified competencies should be incorporated into future education, curricula, training programmes and evaluations to enable emergency nurses to function effectively in the context of armed conflict. The findings will assist decision-makers to develop plans and strategies for mitigating risk and improving the future nursing response in similar contexts. © 2023 The Authors. International Nursing Review published by John Wiley & Sons Ltd on behalf of International Council of Nurses.
Emotional wellbeing as a matter of relationships and love : insights for social work from mental health peer mentor trainees, carers and practitioners
- Authors: Ross, Dyann , Couche, Mary , Connolly, John , Bennett, Bindi
- Date: 2023
- Type: Text , Journal article
- Relation: Social Work in Mental Health Vol. 21, no. 6 (2023), p. 634-655
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- Description: The research gathered lived experience accounts of emotional wellbeing as a counter to the over-focus on illness and deficit language and approaches in mental health practice. The exploratory research study involved semi-interviews with mental health peer mentor trainees, carers and practitioners to explore their ideas about emotional wellbeing, what enabled it and what challenged their wellbeing. Emotional wellbeing was understood as a fluctuating continuum of capacities to engage in everyday activities, to self-care and to foster relationships with others. The absence of emotional wellbeing was linked to a reduced quality of relationships and ability to love. © 2023 The Author(s). Published with license by Taylor & Francis Group, LLC.
Enacting more-than-human pedagogies in response to ecological precarity : an immanent praxiography
- Authors: Jukes, Scott
- Date: 2023
- Type: Text , Journal article
- Relation: Australian Journal of Environmental Education Vol. 39, no. 2 (2023), p. 231-233
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Enhancing ultimate bearing capacity prediction of cohesionless soils beneath shallow foundations with grey box and hybrid AI models
- Authors: Kiany, Katayoon , Baghbani, Abolfazl , Abuel-Naga, Hossam , Baghbani, Hasan , Arabani, Mahyar , Shalchian, Mohammad
- Date: 2023
- Type: Text , Journal article
- Relation: Algorithms Vol. 16, no. 10 (2023), p.
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- Description: This study examines the potential of the soft computing technique, namely, multiple linear regression (MLR), genetic programming (GP), classification and regression trees (CART) and GA-ENN (genetic algorithm-emotional neuron network), to predict the ultimate bearing capacity (UBC) of cohesionless soils beneath shallow foundations. For the first time, two grey-box AI models, GP and CART, and one hybrid AI model, GA-ENN, were used in the literature to predict UBC. The inputs of the model are the width of footing (B), depth of footing (D), footing geometry (ratio of length to width, L/B), unit weight of sand (
Enriching research practices through knowledge about Indigenous research methodologies
- Authors: Bolton, Joanne , Remedios, Louisa , Andrews, Shawana
- Date: 2023
- Type: Text , Journal article
- Relation: Focus on health professional education Vol. 24, no. 2 (2023), p. 163-175
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- Description: Learning about Indigenous research paradigms and methodologies offers insights and reflexive opportunities for those who seek to improve their research practice. This paper explores how research at the "interface" can enrich scholarly inquiry across the academy. Whilst a single paper cannot do justice to the sophistication and nuance of Indigenous methodologies, as an authorship team of one Indigenous and two non-Indigenous academics and through our established relationship and subsequent conversations, we present in this paper seven distilled methodological learnings that can enrich standard qualitative research practice. We predominantly explored the work of Indigenous scholars worldwide and, where relevant, have drawn on non-Indigenous scholars when there may be "interface" compatibilities. We also build off some of our previous work, such as Andrews (2020a, 2020b, 2021) and Bolton and Andrews.
Erdos properties of subsets of the Mahler set S
- Authors: Chalebgwa, Taboka , Morris, Sidney
- Date: 2023
- Type: Text , Journal article
- Relation: Bulletin of the Australian Mathematical Society Vol. 108, no. 3 (2023), p. 504-510
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- Description: Erd.os proved that every real number is the sum of two Liouville numbers. A set W of complex numbers is said to have the Erd.os property if every real number is the sum of two members of W. Mahler divided the set of all transcendental numbers into three disjoint classes S, T and U such that, in particular, any two complex numbers which are algebraically dependent lie in the same class. The set of Liouville numbers is a proper subset of the set U and has Lebesgue measure zero. It is proved here, using a theorem of Weil on locally compact groups, that if m ∈ [0,∞), then there exist 2c dense subsets W of S each of Lebesgue measure m such that W has the Erd.os property and no two of these W are homeomorphic. It is also proved that there are 2c dense subsets W of S each of full Lebesgue measure, which have the Erd.os property. Finally, it is proved that there are 2c dense subsets W of S such that every complex number is the sum of two members of W and such that no two of these W are homeomorphic. © 2023 The Author(s).
- Description: Erd.os proved that every real number is the sum of two Liouville numbers. A set W of complex numbers is said to have the Erd.os property if every real number is the sum of two members of W. Mahler divided the set of all transcendental numbers into three disjoint classes S, T and U such that, in particular, any two complex numbers which are algebraically dependent lie in the same class. The set of Liouville numbers is a proper subset of the set U and has Lebesgue measure zero. It is proved here, using a theorem of Weil on locally compact groups, that if m
Erds-liouville sets
- Authors: Chalebgwa, Taboka , Morris, Sidney
- Date: 2023
- Type: Text , Journal article
- Relation: Bulletin of the Australian Mathematical Society Vol. 107, no. 2 (2023), p. 284-289
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- Description: In 1844, Joseph Liouville proved the existence of transcendental numbers. He introduced the set L of numbers, now known as Liouville numbers, and showed that they are all transcendental. It is known that L has cardinality c, the cardinality of the continuum, and is a dense G