Responsible management of online academic reputations

Online professional persona creation in academia provides individuals and their employing institutions a range of positive reputational benefits. However, not all academics are equipped to keep pace with the speed and dynamism of the new media environment. This paper examines the challenges experienced by academics who are communicating with multiple audiences across several online platforms, some mandated by their institutions. Some academics are vulnerable to the negative consequences of heightened exposure and need additional protection and support. This paper outlines a set of recommendations that centres on the need for universities to accept greater social responsibility in managing this emerging issue.

Nonparametric discovery of online mental health-related communities

People are increasingly using social media, especially online communities, to discuss mental health issues and seek supports. Understanding topics, interaction, sentiment and clustering structures of these communities informs important aspects of mental health. It can potentially add knowledge to the underlying cognitive dynamics, mood swings patterns, shared interests, and interaction. There has been growing research interest in analyzing online mental health communities; however sentiment analysis of these communities has been largely under-explored. This study presents an analysis of online Live Journal communities with and without mental health-related conditions including depression and autism. Latent topics for mood tags, affective words, and generic words in the content of the posts made in these communities were learned using nonparametric topic modelling. These representations were then input into a nonparametric clustering to discover meta-groups among the communities. The best performance results can be achieved on clustering communities with latent mood-based representation for such communities. The study also found significant differences in usage latent topics for mood tags and affective features between online communities with and without affective disorders. The findings reveal useful insights into hyper-group detection of online mental health-related communities.

Differentiating sub-groups of online depression-related communities using textual cues

Depression is a highly prevalent mental illness and is a comorbidity of other mental and behavioural disorders. The Internet allows individuals who are depressed or caring for those who are depressed, to connect with others via online communities; however, the characteristics of these online conversations and the language styles of those interested in depression have not yet been fully explored. This work aims to explore the textual cues of online communities interested in depression. A random sample of 5,000 blog posts was crawled. Five groupings were identified: depression, bipolar, self-harm, grief, and suicide. Independent variables included psycholinguistic processes and content topics extracted from the posts. Machine learning techniques were used to discriminate messages posted in the depression sub-group from the others.Good predictive validity in depression classification using topics and psycholinguistic clues as features was found. Clear discrimination between writing styles and content, with good predictive power is an important step in understanding social media and its use in mental health.

Edge of centre: Australian cities and the public architecture of recent immigrant communities

In the late 1990s, the author undertook a survey of the public architecture of non-western immigrant communities in Melbourne (Beynon 2002). The survey was undertaken within a social context of rapid recent growth in non-Western immigration to Australian cities, coupled with a political context where at state and local level Australian governments were engaged in managing cultural diversity through multiculturalist policies. By the late 1990s, the number of overseas-born, or with overseas-born parentage, had become almost 40% of Australia's total population (Australian Bureau of Statistics 1998-89). Substantial numbers of such immigrants originated from outside the 'West'. Compared to other Australian cities, Melbourne had at the time of the survey the largest communities of certain birthplace groups: notably Sri Lankans, Malaysians, Turks and Somalis. The purpose of this survey was to see to what extent Melbourne's diversifying demography had changed its architectural landscape, and more broadly, what such changes in the built environment indicated about Melbourne's (and by extension Australia's) cultural identity.

Statistical detection of online drifting twitter spam

Spam has become a critical problem in online social networks. This paper focuses on Twitter spam detection. Recent research works focus on applying machine learning techniques for Twitter spam detection, which make use of the statistical features of tweets. We observe existing machine learning based detection methods suffer from the problem of Twitter spam drift, i.e., the statistical properties of spam tweets vary over time. To avoid this problem, an effective solution is to train one twitter spam classifier every day. However, it faces a challenge of the small number of imbalanced training data because labelling spam samples is time-consuming. This paper proposes a new method to address this challenge. The new method employs two new techniques, fuzzy-based redistribution and asymmetric sampling. We develop a fuzzy-based information decomposition technique to re-distribute the spam class and generate more spam samples. Moreover, an asymmetric sampling technique is proposed to re-balance the sizes of spam samples and non-spam samples in the training data. Finally, we apply the ensemble technique to combine the spam classifiers over two different training sets. A number of experiments are performed on a real-world 10-day ground-truth dataset to evaluate the new method. Experiments results show that the new method can significantly improve the detection performance for drifting Twitter spam.

From human capacity development to national capacity development : a report on capacity development in the economic and public sectors of PNG during 2006-2013

This Report concerns capacity development in the economic and public sectors of PNG. In particular, it focuses on the use of advisers to develop the capacity of PNG counterparts in economic and public sector agencies. Such advisers were funded by the Government of Australia and completed or commenced their placements during the period 2006–2013. The research was commissioned by (then) AusAID and commenced in mid-2012. It was completed in mid-2014 under the auspices of Australian Aid, Department of Foreign Affairs & Trade. The project was overseen by the Economic and Public Sector Program administered by Coffey International. The research addressed several research questions about adviser-counterpart placements: What are the advisers’ and counterparts’ views of the success or otherwise of their partnerships in achieving their placements’ stated aims? What approaches were adopted to enable counterparts to learn what was required to fulfil their placements’ aims? What were the main things learned by counterparts? What can be understood from these experiences and how might capacity development be improved? What were the main enablers of and impediments to the success of the placements? What have been the outcomes of the introduction of other modalities of capacity development including short-term consultants, twinning arrangements, targeted training, grants and research? Do these modalities provide increased efficiencies and effectiveness compared to adviser-counterpart placements? What are the main improvements that can be made to ensure the success of future adviser-counterpart placements? What do major stakeholders in PNG conclude from the evidence produced by this study about the impact and success of adviser-counterpart placements? What may be asserted from the evidence of the worth or otherwise of adviser-counterpart placements and other capacity development modalities undertaken since 2006? What suggestions or recommendations may be made for the future?

Anxiety online - a virtual clinic : preliminary outcomes following completion of five fully automated treatment programs for anxiety disorders and symptoms

Background : The development of e-mental health interventions to treat or prevent mental illness and to enhance wellbeing has risen rapidly over the past decade. This development assists the public in sidestepping some of the obstacles that are often encountered when trying to access traditional face-to-face mental health care services. Objective : The objective of our study was to investigate the posttreatment effectiveness of five fully automated self-help cognitive behavior e-therapy programs for generalized anxiety disorder (GAD), panic disorder with or without agoraphobia (PD/A), obsessive–compulsive disorder (OCD), posttraumatic stress disorder (PTSD), and social anxiety disorder (SAD) offered to the international public via Anxiety Online, an open-access full-service virtual psychology clinic for anxiety disorders. Methods : We used a naturalistic participant choice, quasi-experimental design to evaluate each of the five Anxiety Online fully automated self-help e-therapy programs. Participants were required to have at least subclinical levels of one of the anxiety disorders to be offered the associated disorder-specific fully automated self-help e-therapy program. These programs are offered free of charge via Anxiety Online. Results : A total of 225 people self-selected one of the five e-therapy programs (GAD, n = 88; SAD, n = 50; PD/A, n = 40; PTSD, n = 30; OCD, n = 17) and completed their 12-week posttreatment assessment. Significant improvements were found on 21/25 measures across the five fully automated self-help programs. At postassessment we observed significant reductions on all five anxiety disorder clinical disorder severity ratings (Cohen d range 0.72–1.22), increased confidence in managing one’s own mental health care (Cohen d range 0.70–1.17), and decreases in the total number of clinical diagnoses (except for the PD/A program, where a positive trend was found) (Cohen d range 0.45–1.08). In addition, we found significant improvements in quality of life for the GAD, OCD, PTSD, and SAD e-therapy programs (Cohen d range 0.11–0.96) and significant reductions relating to general psychological distress levels for the GAD, PD/A, and PTSD e-therapy programs (Cohen d range 0.23–1.16). Overall, treatment satisfaction was good across all five e-therapy programs, and posttreatment assessment completers reported using their e-therapy program an average of 395.60 (SD 272.2) minutes over the 12-week treatment period. Conclusions : Overall, all five fully automated self-help e-therapy programs appear to be delivering promising high-quality outcomes; however, the results require replication.

Is availability of public open space equitable across areas?

This study examined whether availability of public open spaces that can be used for recreation varies according to neighbourhood socio-economic disadvantage. Density and area of public open spaces were examined using a geographic information system and postal boundaries were used to define neighbourhoods. Neighbourhood socio-economic status (SES) was stratified into quintiles. Once neighbourhood population and geographic area were considered there were no differences in the number or total area of free-access, restricted access or sporting/recreation open spaces across quintiles of neighbourhood SES. Future research should examine whether the quality of public open spaces differ by neighbourhood SES.

Designing online usability strategies for multicultural Australia

The research found that multicultural societies need to acknowledge the importance of online usability as a social justice, access and equity issue. For effective usability, government public access websites need to be informed by the language and cultural needs of the diverse target groups, best realised through a user-centred design methodology. Utilising the thesis' research an accompanying website "The women of Scylla : a digital odyssey" was designed and included via the enclosed CD-ROM.

The role of Australia's public broadcasters in development and democracy

In this article I investigate the ways in which the ABC and SBS use the internet. I predominantly focus on how the public broadcasters’ promote an informed citizenry though participation online. Such online participation further develops a second vital role of public broadcasting which is to develop a sense of nationhood—through Australian content (which can include information and communication in languages other than English) and which provides for local and international communities in rural and metropolitan areas to engage with each other. In order to understand the capacity for the public broadcasters to enhance online public communication and democratic participation, I firstly examine general internet theory and evaluate how liberating the internet has been for those living in countries where the state and political alliances control traditional broadcast and print media. For this analysis, the key aspects of virtual communication and cyber-democracy are explored as they are relevant to the services the public broadcasters could provide. Furthermore, case examples of current practical work undertaken in these areas are examined. The framework of the ‘virtual agora’ is considered because it represents the ideals of a public sphere in cyberspace where people are currently able to discuss and debate key issues. The theory is then related to activities undertaken through the ‘vortals’ of the ABC and SBS. Finally, the extent of political intervention and commercial influence is evaluated.

Promoting physical activity and reducing sedentary behavior in disadvantaged neighborhoods : a qualitative study of what women want

Since women living in socioeconomically disadvantaged neighborhoods are more likely to be physically inactive and engage in higher levels of sedentary behavior than women living in more advantaged neighborhoods, it is important to develop and test the feasibility of strategies aimed to promote physical activity and reduce sedentary behavior amongst this high-risk target group. Thirty-seven women (aged 19–85) living in a disadvantaged neighborhood, and five key stakeholders, received a suite of potential intervention materials and completed a qualitative questionnaire assessing the perceived feasibility of strategies aimed to increase physical activity and reduce sedentary behavior. Thematic analyses were performed. Women perceived the use of a locally-relevant information booklet as a feasible strategy to increase physical activity and reduce sedentary behavior. Including weight-loss information was suggested to motivate women to be active. Half the women felt the best delivery method was mailed leaflets. Other suggestions included reference books and websites. Many women mentioned that an online activity calendar was motivational but too time-consuming to commit to. Most women preferred the information booklet as a strategy to increase physical activity/reduce sedentary behavior, yet several suggested that using the booklet together with the online calendar may be more effective. These findings make an important contribution to research informing the development of intervention strategies to increase physical activity and reduce sedentary behavior amongst women living in disadvantaged neighborhoods.

The spectrum and the spectre of the public self : persona studies

One of the most intriguing elements of the study of celebrity is the complex relationship between the renowned individuals that have celebrity status and the populace. In past work, I have identified how celebrities “embody” audiences producing a kind of audience-subjectivity that is both collective and individual. If our media systems are producing slightly different collective configurations and quite different ways in which individuals exhibit and share, this relationship between the individual and the collective so foregrounded by celebrity culture may be differently constituted. This presentation will look at how the celebration of the self is played out now across culture in variations of the social and para-social structures of celebrity culture, in professional settings and what would be seen as forms of online leisure and recreational activities. In one sense, this is the spectre of celebrity that has now been virtualised by individuals and their forms of public display. In another sense, we now have a very diverse range and spectrum of public personalities which demands a more extensive analysis of the constitution of public persona, where the embodiment of collectives and the articulation of identity forms for different purposes and objectives produce via a series of micro-publics a substantially different public sphere.

Estimating the intensity of ward admission and its effect on emergency department access block

Emergency department access block is an urgent problem faced by many public hospitals today. When access block occurs, patients in need of acute care cannot access inpatient wards within an optimal time frame. A widely held belief is that access block is the end product of a long causal chain, which involves poor discharge planning, insufficient bed capacity, and inadequate admission intensity to the wards. This paper studies the last link of the causal chain-the effect of admission intensity on access block, using data from a metropolitan hospital in Australia. We applied several modern statistical methods to analyze the data. First, we modeled the admission events as a nonhomogeneous Poisson process and estimated time-varying admission intensity with penalized regression splines. Next, we established a functional linear model to investigate the effect of the time-varying admission intensity on emergency department access block. Finally, we used functional principal component analysis to explore the variation in the daily time-varying admission intensities. The analyses suggest that improving admission practice during off-peak hours may have most impact on reducing the number of ED access blocks.