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Students’ conceptions of learning in the context of an accounting degree

- Abhayawansa, Subhash, Bowden, Mark, Pillay, Soma

  • Authors: Abhayawansa, Subhash , Bowden, Mark , Pillay, Soma
  • Date: 2017
  • Type: Text , Journal article
  • Relation: Accounting Education Vol. 26, no. 3 (2017), p. 213-241
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  • Description: Students' conceptions of learning (CoL) play an important role in the learning process leading to the development of generic skills. This paper investigates whether CoL of accounting students can be developed by incorporating high-level cognitive skills progressively within the accounting curriculum. First, the study explored, using phenomenography, the variation in accounting students' CoL. The findings highlighted some nuances in accountings students' CoL and that lower-order CoL were prevalent among accounting students. However, more (less) third-year students than second-year students adopted higher- (lower-) order CoL. Upon examining the learning objectives, teaching methods and assessment of all units comprising the accounting major of the host university, evidence was found that CoL are progressively developed and shaped, albeit in a limited way, based on the levels of cognitive domain emphasised within the curriculum. The findings highlight the need for accounting educators to take a whole of the programme approach to developing higher-order CoL. © 2017 Informa UK Limited, trading as Taylor & Francis Group.

Saturday night and Sunday morning: value monism and pluralism in contemporary evangelical musicianship

- Abraham, Ibrahim

  • Authors: Abraham, Ibrahim
  • Date: 2021
  • Type: Text , Journal article
  • Relation: Journal of contemporary religion Vol. 36, no. 3 (2021), p. 483-500
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  • Description: Drawing on interviews with, and ethnographic observations of, evangelical Christian musicians with experience of contemporary worship music-as well as secular heavy metal and punk rock-this article analyses the competing value relations underpinning contemporary evangelical musicianship. Developing the work of Joel Robbins on value theory and the anthropology of Christianity and the work of Klisala Harrison on ethnomusicology, this article analyses four examples of different value relations between religious service and expressive individualism: strong monism, stable monism, stable pluralism, unstable pluralism. It is shown through case studies of individual musicians that, whereas strong value monist approaches to evangelical musicianship efface the presence of the subjective self and stable monist approaches suspend its presence, stable pluralism allows both religious and secular vocations to co-exist in separate social spaces, while strong value pluralist approaches to evangelical musicianship emphasise or celebrate the presence of the subjective self and, in so doing, sometimes undermine the ritual aims of congregational worship.

Middle-class anxiety and moderate prosperity: South Africa and China in comparative perspective

- Abraham, Ibrahim

  • Authors: Abraham, Ibrahim
  • Date: 2020
  • Type: Text , Journal article
  • Relation: The Australasian review of African studies Vol. 41, no. 2 (2020), p. 5-26
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  • Description: This article presents the first comparative study of the middle class in Africa and China, drawing on published research from both regions, furnished with analysis of popular culture and ethnographic insights from research on South Africa's new black middle class. This study explores four topics of theoretical and empirical significance. Firstly, definitional debates about the qualitative and quantitative classification of the middle class, including the appropriateness of the term in (South) Africa and China. Secondly, the appropriation of the Chinese concept of xiaokang (moderate prosperity) for the study of Africa. Thirdly, anxiety over social and economic status, related in particular to distinctions between strata within the middle class, building on a distinction between middle-class moderate prosperity and middle-class affluence. Fourthly, anxiety over contradictions between emerging individual desires and traditional familial commitments, impacting South Africa's moderately prosperous in particular, with broader cultural implications for emerging African and Chinese modernities.

Sincere performance in pentecostal megachurch music

- Abraham, Ibrahim

  • Authors: Abraham, Ibrahim
  • Date: 2018
  • Type: Text , Journal article
  • Relation: Religions Vol. 9, no. 6 (2018), p. 192
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  • Description: Drawing on the work of Webb Keane and Joel Robbins in the anthropology of Christianity, furnished with the influential work of Charles Hirschkind in the anthropology of Islam, and the ethnographic studies of Tom Wagner and Mark Jennings on Pentecostal worship music, this article critically examines ideas of sincerity in the musical practices of Pentecostal megachurches. Making use of ethnographic data from research on congregational music in South Africa, including interviews with a variety of Pentecostal musicians, this article argues that the question of Protestant sincerity, understood following Keane as emphasizing individual moral autonomy and suspicion of external material religious forms for expressing one’s inner state, is particularly acute in the case of the Hillsong megachurch. Employing the full array of spectacular possibilities made available by the contemporary culture industry, Hillsong churches centralize cultural production and standardize musical performance whilst simultaneously emphasizing individual religious experience. It is argued that Pentecostal megachurches seek to realize a form of sincere mimicry grounded in learned and embodied practices.

Can optimum solar radiation exposure or supplemented vitamin D intake reduce the severity of COVID-19 symptoms?

- Abraham, Joji, Dowling, Kim, Florentine, Singarayer

  • Authors: Abraham, Joji , Dowling, Kim , Florentine, Singarayer
  • Date: 2021
  • Type: Text , Journal article , Review
  • Relation: International Journal of Environmental Research and Public Health Vol. 18, no. 2 (2021), p. 1-21
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  • Description: The foremost mortality-causing symptom associated with COVID-19 is acute respiratory distress syndrome (ARDS). A significant correlation has been identified between the deficiency in vitamin D and the risk of developing ARDS. It has been suggested that if we can reduce or modify ARDS in COVID-19 patients, we may significantly reduce the severity of COVID-19 symptoms and associated mortality rates. The increased mortality of dark-skinned people, who have a reduced UV absorption capacity, may be consistent with diminished vitamin D status. The factors associated with COVID-19 mortality, such as old age, ethnicity, obesity, hypertension, cardiovascular diseases, and diabetes, are all found to be linked with vitamin D deficiency. Based on this review and as a precautionary measure, it is suggested that the adoption of appropriate and safe solar exposure and vitamin D enriched foods and supplements should be considered to reduce the possible severity of COVID-19 symptoms. Safe sun exposure is deemed beneficial globally, specifically in low and middle- income countries, as there is no cost involved. It is also noted that improved solar exposure and vitamin D levels can reduce the impact of other diseases as well, thus assisting in maintaining general human well-being. © 2021 by the authors. Licensee MDPI, Basel, Switzerland.

Influence of controlled burning on the mobility and temporal variations of potentially toxic metals (PTMs) in the soils of a legacy gold mine site in Central Victoria, Australia

- Abraham, Joji, Dowling, Kim, Florentine, Singarayer

  • Authors: Abraham, Joji , Dowling, Kim , Florentine, Singarayer
  • Date: 2018
  • Type: Text , Journal article
  • Relation: Geoderma Vol. 331, no. (2018), p. 1-14
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  • Description: Controlled burns also known as managed burns or prescribed fires conducted in fire-prone areas are an efficient and economic option to reduce the frequency and intensity of wildfires. The objective of this study is to investigate the remobilization of potentially toxic metals (PTMs) in the soils of a legacy gold mine site in Central Victoria, Australia after a controlled burn and to describe their temporal variations in concentrations. Soil samples were collected two days before, two days after and five times later (3, 6, 9, 12 months and after major rainfall) in the post-burn environment after a controlled burn, from the Maldon legacy mine site and analysed for PTM concentrations. The results revealed PTM mobilization after the burn and most of the PTMs (As, Cd, Cu, Mn, Ni, and Zn) evidenced an increase immediately after the burn but a reduction in the subsequent post-burn environment. The increase is postulated to be associated with addition of PTM enriched ash to the soil, while the decrease is due to the removal of ash and surface soil by wind activity as well as rainfall runoff and leaching. The PTM mobility is of specific concern due to the negative impacts on human and ecosystems health. Climate change and the resulting projection of increased forest fire frequency highlight the environmental significance, given the expected concomitant increase in PTM mobilization through wildfires and controlled burns. Hence, the practice of controlled burning should be carefully considered as a forest management option in any legacy mining areas and indeed in other areas where PTM contamination is reported. © 2018

Effects of prescribed fire and post-fire rainfall on mercury mobilization and subsequent contamination assessment in a legacy mine site in Victoria, Australia

- Abraham, Joji, Dowling, Kim, Florentine, Singarayer

  • Authors: Abraham, Joji , Dowling, Kim , Florentine, Singarayer
  • Date: 2018
  • Type: Text , Journal article
  • Relation: Chemosphere Vol. 190, no. (2018), p. 144-153
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  • Description: Prescribed fire conducted in fire-prone areas is a cost-effective choice for forest management, but it also affects many of the physicochemical and bio-geological properties of the forest soil, in a similar manner to wild fires. The aim of this study is to investigate the nature of the mercury mobilization after a prescribed fire and the subsequent temporal changes in concentration. A prescribed fire was conducted in a legacy mine site in Central Victoria, Australia, in late August 2015 and soil sample collection and analyses were carried out two days before and two days after the fire, followed by collection at the end of each season and after an intense rainfall event in September 2016. Results revealed the occurrence of mercury volatilization (8.3–97%) during the fire, and the mercury concentration displayed a significant difference (p < 0.05) before and immediately after the fire. Integrated assessment with number of pollution indices has shown that the study site is extremely contaminated with mercury during all the sampling events, and this poses a serious ecological risk due to the health impacts of mercury on human and ecosystems. In times of climate fluctuation with concomitant increase in forest fire (including prescribed fire), and subsequent precipitation and runoff, the potential for an increased amount of mercury being mobilized is of heighted significance. Therefore, it is recommended that prescribed fire should be cautiously considered as a forest management strategy in any mercury affected landscapes. © 2017 Elsevier Ltd

The unquantified risk of post-fire metal concentration in soil : A Review

- Abraham, Joji, Dowling, Kim, Florentine, Singarayer

  • Authors: Abraham, Joji , Dowling, Kim , Florentine, Singarayer
  • Date: 2017
  • Type: Text , Journal article
  • Relation: Water, Air, and Soil Pollution Vol. 228, no. 5 (2017), p. 1-33
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  • Description: Forest fire is a natural disturbance that occurs in many terrestrial ecosystems specifically in the semi-arid environments and is considered to be an important cause of environmental change. Though many causes of fire are identified, including lightning, volcanic eruption, power line sparks, etc., human involvement is the most significant factor. Fire events are able to alter the physical, chemical and biogeochemical properties of the soil and surface materials and are able to release major and trace metals into the environment. This may be more significant in mining-affected and industrial landscapes, where elevated concentrations of metals present in the soil. After the fire event, metals become more mobile due to the increase in soil surface exposure and the mobility associated with ash dispersal. This mobility may increase the bioavailability of the metals, which may generate water quality issues and may contribute to human and environmental health concerns. Even though, the influences of fire on many soil properties are well established, the behaviour of metals with respect to fire is not well investigated. However, a few studies report that major and trace metals include Cd, Cr, Co, Cu, Hg, Mn, Ni, Pb, Zn and As are mobilized after fire with increased concentrations in soil and water resources and this might pose a risk to human health and ecosystems. Climate change may increase the intensity, frequency and areal extend of fire events and hence increase the metal concentrations and their potential health impacts. This paper reviews post-fire (wild fire) mobility of metals in soil common in contaminated forest ecosystems. The human and ecological health risks of these metals are also considered. © 2017, Springer International Publishing Switzerland.

Assessment of potentially toxic metal contamination in the soils of a legacy mine site in Central Victoria, Australia

- Abraham, Joji, Dowling, Kim, Florentine, Singarayer

  • Authors: Abraham, Joji , Dowling, Kim , Florentine, Singarayer
  • Date: 2018
  • Type: Text , Journal article
  • Relation: Chemosphere Vol. 192, no. (2018), p. 122-132
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  • Description: The environmental impact of toxic metal contamination from legacy mining activities, many of which had operated and were closed prior to the enforcement of robust environmental legislation, is of growing concern to modern society. We have carried out analysis of As and potentially toxic metals (Cd, Co, Cr, Cu, Hg, Mn, Ni, Pb, and Zn) in the surface soil of a legacy gold mining site in Maldon, Victoria, Australia, to reveal the status of the current metal concentration. The results revealed the median concentrations of metals from highest to lowest, in the order: Mn > Zn > As > Cr > Cu > Pb > Ni > Co > Hg > Cd. The status of site was assessed directly by comparing the metal concentrations in the study area with known Australian and Victorian average top soil levels and the health investigation levels set by the National Environmental Protection Measures (NEPM) and the Department of Environment and Conservation (DEC) of the State of Western Australia. Although, median concentrations of As, Hg, Pb, Cu and Zn exceeded the average Australian and Victorian top soil concentrations, only As and Hg exceeded the ecological investigation levels (EIL) set by DEC and thus these metals are considered as risk to the human and aquatic ecosystems health due to their increase in concentration and toxicity. In an environment of climate fluctuation with increased storm events and forest fires may mobilize these toxic metals contaminants, pose a real threat to the environment and the community. © 2017 Elsevier Ltd

Controlled burn and immediate mobilization of potentially toxic elements in soil, from a legacy mine site in Central Victoria, Australia

- Abraham, Joji, Dowling, Kim, Florentine, Singarayer

  • Authors: Abraham, Joji , Dowling, Kim , Florentine, Singarayer
  • Date: 2018
  • Type: Text , Journal article
  • Relation: Science of the Total Environment Vol. 616-617, no. (2018), p. 1022-1034
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  • Description: Conducting controlled burns in fire prone areas is an efficient and economic method for forest management, and provides relief from the incidence of high severity wild fires and the consequent damage to human property and ecosystems. However, similar to wild fires, controlled burns also affect many of the physical and biogeochemical properties of the forest soil and may facilitate remobilization of potentially toxic elements (PTEs) sequestered in vegetation and soil organic matter. The objective of the current study is to investigate the mobilization of PTEs, in Central Victorian forest soils in Australia after a controlled burn. Surface soil samples were collected two days before and after the controlled burn to determine the concentration of PTEs and to examine the physicochemical properties. Results show that As, Cd, Mn, Ni and Zn concentrations increased 1.1, 1.6, 1.7, 1.1 and 1.9 times respectively in the post-burn environment, whereas the concentrations of Hg, Cr and Pb decreased to 0.7, 0.9 and 0.9 times respectively, highlighting considerable PTE mobility during and after a controlled burn. Whilst these results do not identify very strong correlations between physicochemical properties of soil and PTEs in the pre- and post-burn environments, PTEs themselves demonstrated very strong and significant correlations. The mobilization of As, Hg and other toxic elements raise potential health concerns as the number of controlled burns are projected to increase in response to climate change. Due to this increased level of PTE release and remobilization, the use of any kinds of controlled burn must be carefully considered before being used as a forest management strategy in mining-affected landscapes which include areas with high PTE concentrations. © 2017 Elsevier B.V.

Risk of post-fire metal mobilization into surface water resources : A review

- Abraham, Joji, Dowling, Kim, Florentine, Singarayer

  • Authors: Abraham, Joji , Dowling, Kim , Florentine, Singarayer
  • Date: 2017
  • Type: Text , Journal article , Review
  • Relation: Science of the Total Environment Vol. 599-600, no. (2017), p. 1740-1755
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  • Description: One of the significant economic benefits to communities around the world of having pristine forest catchments is the supply of substantial quantities of high quality potable water. This supports a saving of around US$ 4.1 trillion per year globally by limiting the cost of expensive drinking water treatments and provision of unnecessary infrastructure. Even low levels of contaminants specifically organics and metals in catchments when in a mobile state can reduce these economic benefits by seriously affecting the water quality. Contamination and contaminant mobility can occur through natural and anthropogenic activities including forest fires. Moderate to high intensity forest fires are able to alter soil properties and release sequestered metals from sediments, soil organic matter and fragments of vegetation. In addition, the increase in post-fire erosion rate by rainfall runoff and strong winds facilitates the rapid transport of these metals downslope and downstream. The subsequent metal deposition in distal soil and water bodies can influence surface water quality with potential impacts to the larger ecosystems inclusive of negative effects on humans. This is of substantial concern as 4 billion hectares of forest catchments provide high quality water to global communities. Redressing this problem requires quantification of the potential effects on water resources and instituting rigorous fire and environmental management plans to mitigate deleterious effects on catchment areas. This paper is a review of the current state of the art literature dealing with the risk of post-fire mobilization of the metals into surface water resources. It is intended to inform discussion on the preparation of suitable management plans and policies during and after fire events in order to maintain potable water quality in a cost-effective manner. In these times of climate fluctuation and increased incidence of fires, the need for development of new policies and management frameworks are of heighted significance. © 2017 Elsevier B.V.

Licorice (glycyrrhiza glabra) extracts-suitable pharmacological interventions for covid-19? a review

- Abraham, Joji, Florentine, Singarayer

  • Authors: Abraham, Joji , Florentine, Singarayer
  • Date: 2021
  • Type: Text , Journal article , Review
  • Relation: Plants Vol. 10, no. 12 (2021), p.
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  • Description: Even though vaccination has started against COVID-19, people should continue maintaining personal and social caution as it takes months or years to get everyone vaccinated, and we are not sure how long the vaccine remains efficacious. In order to contribute to the mitigation of COVID-19 symptoms, the pharmaceutical industry aims to develop antiviral drugs to inhibit the SARS-CoV-2 replication and produce anti-inflammatory medications that will inhibit the acute respiratory distress syndrome (ARDS), which is the primary cause of mortality among the COVID-19 patients. In reference to these tasks, this article considers the properties of a medicinal plant named licorice (Glycyrrhiza glabra), whose phytochemicals have shown both antiviral and anti-inflammatory tendencies through previous studies. All the literature was selected through extensive search in various databases such as google scholar, Scopus, the Web of Science, and PubMed. In addition to the antiviral and anti-inflammatory properties, one of the licorice components has an autophagy-enhancing mechanism that studies have suggested to be necessary for COVID-19 treatment. Based on reviewing relevant professional and historical literature regarding the medicinal properties of licorice, it is suggested that it may be worthwhile to conduct in vitro and in vivo studies, including clinical trials with glycyrrhizic and glycyrrhetinic acids together with other flavonoids found in licorice, as there is the potentiality to provide natural interventions against COVID-19 symptoms. © 2021 by the authors. Licensee MDPI, Basel, Switzerland.

Does climate play any role in covid-19 spreading? : an Australian perspective

- Abraham, Joji, Turville, Christopher, Dowling, Kim, Florentine, Singarayer

  • Authors: Abraham, Joji , Turville, Christopher , Dowling, Kim , Florentine, Singarayer
  • Date: 2021
  • Type: Text , Journal article
  • Relation: International Journal of Environmental Research and Public Health Vol. 18, no. 17 (2021), p.
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  • Description: Compared to other countries, the COVID-19 pandemic did not severely affect Australia as measured by total deaths until mid-2021. Though a substantial number of daily confirmed cases (up to 698) were reported during the second wave, most of them were from the southern state of Victoria. This study examined the possible correlations between climate variables and the number of daily confirmed COVID-19 cases in Victoria, Australia, from 25 January to 31 October 2020. Appropriate regression models and cross-correlation diagnostics were used to examine the effect of temperature, rainfall, solar exposure, and ultraviolet index (UVI) with the number of daily confirmed cases. Significant positive associations were identified for solar exposure and maximum and average UVI for confirmed cases one and 19 days later. Negative associations for these variables were found for confirmed cases five days later. Minimum temperature had a significant negative correlation one day later and a positive effect 21 days later. No significant correlation was found for maximum temperature and rainfall. The most significant relationships were found for confirmed cases 19 days after changes in the meteorological variables. A 1% increase in solar exposure, maximum UVI, and average UVI was associated with a 0.31% (95% CI: 0.13 to 0.51), 0.71% (95% CI: 0.43 to 0.98), and 0.63% (95%CI: 0.20 to 1.61) increase 19 days later in the number of confirmed cases, respectively. The implications of these results can be used in the public health management of any possible future events in Australia. It also highlights the significance of considering the climatic variables and seasonality in all kinds of epidemics and pandemics. © 2021 by the authors. Licensee MDPI, Basel, Switzerland.

Effect of conducting materials on UV-Vis spectral response characteristics

- Abu Bakar, Norazhar, Abu-Siada, Ahmed, Das, Narottam, Islam, Syed

  • Authors: Abu Bakar, Norazhar , Abu-Siada, Ahmed , Das, Narottam , Islam, Syed
  • Date: 2013
  • Type: Text , Journal article
  • Relation: Universal Journal of Electrical and Electronic Engineering Vol. 1, no. 3 (2013), p. 81-86
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  • Description: Spectroscopic analysis is recently being employed to measure furan concentration in transformer oil. Light absorbance and spectral bandwidth are used as indicators to estimate furan concentration level in transformer oil. However, the possibility of dust and other conducting materials that might exist in transformer oil sample need to be considered as it may influence the spectroscopic performance. In this paper, series of tests are carried out to investigate the impact of dust on the transformer oil spectral response characteristics. Oil sample with various furan concentrations along with certain amount of copper powder are examined. Experimental results show that the spectral response characteristics only affected by dust at the beginning of mix process. However, the characteristic returns to the original one within a few minutes.

A new technique to measure interfacial tension of transformer oil using UV-Vis spectroscopy

- Abu Bakar, Norazhar, Abu-Siada, Ahmed, Islam, Syed, El-Naggar, Mohammed

  • Authors: Abu Bakar, Norazhar , Abu-Siada, Ahmed , Islam, Syed , El-Naggar, Mohammed
  • Date: 2015
  • Type: Text , Journal article
  • Relation: IEEE Transactions on Dielectrics and Electrical Insulation Vol. 22, no. 2 (2015), p. 1275-1282
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  • Description: Interfacial tension (IFT) and acid numbers of insulating oil are correlated with the number of years that a transformer has been in service and are used as a signal for transformer oil reclamation. Oil sampling for IFT measurement calls for extra precautions due to its high sensitivity to various oil parameters and environmental conditions. The current used technique to measure IFT of transformer oil is relatively expensive, requires an expert to conduct the test and it takes long time since the extraction of oil sample, sending it to external laboratory and getting the results back. This paper introduces a new technique to estimate the IFT of transformer oil using ultraviolet-to-visible (UV-Vis) spectroscopy. UV-Vis spectral response of transformer oil can be measured instantly with relatively cheap equipment, does not need an expert person to conduct the test and has the potential to be implemented online. Results show that there is a good correlation between oil spectral response and its IFT value. Artificial neural network (ANN) approach is proposed to model this correlation.

A review of dissolved gas analysis measurement and interpretation techniques

- Abu Bakar, Norazhar, Abu-Siada, Ahmed, Islam, Syed

Understanding power transformer frequency response analysis signatures

- Abu-Siada, Ahmed, Hashemnia, Naser, Islam, Syed, Masoum, Mohammad

  • Authors: Abu-Siada, Ahmed , Hashemnia, Naser , Islam, Syed , Masoum, Mohammad
  • Date: 2013
  • Type: Text , Journal article
  • Relation: IEEE Electrical Insulation Magazine Vol. 29, no. 3 (2013), p. 48-56
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  • Description: This paper presents a comprehensive analysis of the effects of various faults on the FRA signatures of a transformer simulated by a high-frequency model. The faults were simulated through changes in the values of some of the electrical components in the model. It was found that radial displacement of a winding alters the FRA signature over the entire frequency range (10 Hz-1 MHz), whereas changes due to axial displacement occur only at frequencies above 200 kHz. A Table listing various transformer faults and the associated changes in the FRA signature was compiled and could be used in the formulation of standard codes for power transformer FRA signature interpretation.

A new fuzzy logic approach for consistent interpretation of dissolved gas-in-oil analysis

- Abu-Siada, Ahmed, Hmood, Sdood, Islam, Syed

  • Authors: Abu-Siada, Ahmed , Hmood, Sdood , Islam, Syed
  • Date: 2013
  • Type: Text , Journal article
  • Relation: IEEE Transactions on Dielectrics and Electrical Insulation Vol. 20, no. 6 (2013), p. 2343-2349
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  • Description: Dissolved gas analysis (DGA) of transformer oil is one of the most effective power transformer condition monitoring tools. There are many interpretation techniques for DGA results however all these techniques rely on personnel experience more than analytical formulation. As a result, various interpretation techniques do not necessarily lead to the same conclusion for the same oil sample. Furthermore, significant number of DGA results fall outside the proposed codes of the current based-ratio interpretation techniques and cannot be diagnosed by these methods. Moreover, ratio methods fail to diagnose multiple fault conditions due to the mixing up of produced gases. To overcome these limitations, this paper introduces a new fuzzy logic approach to reduce dependency on expert personnel and to aid in standardizing DGA interpretation techniques. The approach relies on incorporating all existing DGA interpretation techniques into one expert model. DGA results of 2000 oil samples that were collected from different transformers of different rating and different life span are used to establish the model. Traditional DGA interpretation techniques are used to analyze the collected DGA results to evaluate the consistency and accuracy of each interpretation technique. Results of this analysis were then used to develop the proposed fuzzy logic model.

Classification of Twitter users with eating disorder engagement : learning from the biographies

- Abuhassan, Mohammad, Anwar, Tarique, Fuller-Tyszkiewicz, Matthew, Jarman, Hannah, Shatte, Adrian, Liu, Chengfei, Sukunesan, Suku

  • Authors: Abuhassan, Mohammad , Anwar, Tarique , Fuller-Tyszkiewicz, Matthew , Jarman, Hannah , Shatte, Adrian , Liu, Chengfei , Sukunesan, Suku
  • Date: 2023
  • Type: Text , Journal article
  • Relation: Computers in Human Behavior Vol. 140, no. (2023), p.
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  • Description: Individuals with an Eating Disorder (ED) are typically reluctant to seek help via traditional means (e.g., psychologists). However, recent evidence suggests that many individuals seek assistance via social media for weight and diet related concerns. Sophisticated approaches are needed to better distinguish those who may be in need of help for an ED from those who are simply commenting on ED in online social environments. In order to facilitate effective communication between individuals with or at-risk of an ED and healthcare professionals, this research exploits a deep learning model to differentiate the users with ED engagement (e.g., ED sufferers, healthcare professionals or communicators) over social media. For this purpose, a collection of Twitter data is compiled using Twitter application programming interface (API) on the Australian Research Data Commons (ARDC) Nectar research cloud. After collecting 1,400,000 Twitter biographies in total, a subset of 4000 biographies are annotated manually. This annotation enables the differentiation of users engaged with ED-focused language on social media into five categories: ED-user, healthcare professional, communicator, healthcare professional-communicator, and other. Based on these annotated categories, a predictive deep learning model based on bidirectional encoder representations from transformers (BERT) and long short-term memory (LSTM) is developed. The model achieves an F1 score of 98.19% and an accuracy of 98.37%. It demonstrates the viability of detecting the individuals with possible ED risk and distinguishes them from other categories using their biography data. We further conducted a network analysis for investigating the communication network between these categories. Our analysis shows that ED-users are more secretive and self-protective, whereas the healthcare professionals and communicators frequently interact with each other and a wide range of other people. To the best of our knowledge, our research is the first of its kind for identifying the different user categories engaged with ED-focused communications on social media. © 2022

Sequence-to-sequence learning-based conversion of pseudo-code to source code using neural translation approach

- Acharjee, Uzzal, Arefin, Minhazul, Hossen, Kazi, Uddin, Mohammed, Uddin, Md Ashraf, Islam, Linta

  • Authors: Acharjee, Uzzal , Arefin, Minhazul , Hossen, Kazi , Uddin, Mohammed , Uddin, Md Ashraf , Islam, Linta
  • Date: 2022
  • Type: Text , Journal article
  • Relation: IEEE Access Vol. 10, no. (2022), p. 26730-26742
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  • Description: Pseudo-code refers to an informal means of representing algorithms that do not require the exact syntax of a computer programming language. Pseudo-code helps developers and researchers represent their algorithms using human-readable language. Generally, researchers can convert the pseudo-code into computer source code using different conversion techniques. The efficiency of such conversion methods is measured based on the converted algorithm's correctness. Researchers have already explored diverse technologies to devise conversion methods with higher accuracy. This paper proposes a novel pseudo-code conversion learning method that includes natural language processing-based text preprocessing and a sequence-to-sequence deep learning-based model trained with the SPoC dataset. We conducted an extensive experiment on our designed algorithm using descriptive bilingual understudy scoring and compared our results with state-of-the-art techniques. Result analysis shows that our approach is more accurate and efficient than other existing conversion methods in terms of several performances metrics. Furthermore, the proposed method outperforms the existing approaches because our method utilizes two Long-Short-Term-Memory networks that might increase the accuracy. © 2013 IEEE.