Overcoming data scarcity of Twitter: using tweets as bootstrap with application to autism-related topic content analysis

Notwithstanding recent work which has demonstrated the potential of using Twitter messages for content-specific data mining and analysis, the depth of such analysis is inherently limited by the scarcity of data imposed by the 140 character tweet limit. In this paper we describe a novel approach for targeted knowledge exploration which uses tweet content analysis as a preliminary step. This step is used to bootstrap more sophisticated data collection from directly related but much richer content sources. In particular we demonstrate that valuable information can be collected by following URLs included in tweets. We automatically extract content from the corresponding web pages and treating each web page as a document linked to the original tweet show how a temporal topic model based on a hierarchical Dirichlet process can be used to track the evolution of a complex topic structure of a Twitter community. Using autism-related tweets we demonstrate that our method is capable of capturing a much more meaningful picture of information exchange than user-chosen hashtags.

Knowledge Construction: individual or social?

For many years, battles raged between those who saw knowledge as perception of a given reality and those who saw it as being constructed through rational activity. More recently, epistemological debates have focused on that activity being essentially individual or social. Initially, the International Group for the Psychology of Mathematics Education (PME) was heavily influenced by the idea that mathematical knowledge is constructed by individuals, and particularly by von Glasersfeld’s “radical” constructivism. The social constructivist thesis that mathematics is a social construction challenged this dominant notion, but Steve Lerman critiqued the “shared consciousness” interpretation of social constructivism and articulated the sociocultural idea of the centrality of social interactions. His influence led a strong turn to the social, with a focus on intersubjectivity in mathematical knowledge and mathematics learning. Steve not only challenged individual people’s ideas but also drew PME into a position where sociocultural and other poststructural theories are in regular use.

"It's got to be more than that". Parents and speech-language pathologists discuss training content for families with a new speech generating device.

PURPOSE: Although parent-implemented interventions for children with a speech-generating device (SGD) have been well researched, little is known about parents' or speech-language pathologists' (SLPs) views around parent training content. In this project, we aimed to identify areas that parents and SLPs consider should be included in training for families with a new SGD.

METHODS: Seven parents of children with an SGD and three SLPs who were new to the SGD field, participated in individual semi-structured interviews. Ten SLPs experienced in SGD practice took part in two focus groups. Data were analysed using grounded theory methods.

RESULTS: Participants identified the following areas suitable for inclusion in a family SGD training package: (a) content aimed at improving acceptance and uptake of the SGD, including technical guidance, customisation and reassurance around SGD misconceptions; (b) content around aided language development and (c) home practice strategies, including responsivity, aided language stimulation and managing children's motivation.

CONCLUSIONS: Participants identified diverse training targets, many of which are unexplored in parent-training research to date. Their recounted experiences illustrate the diversity of family capacity, knowledge and training priorities, and highlight the need for collaborative planning between families and SLPs at all stages of SGD training. Implications for Rehabilitation Training needs for families with a new speech generating device (SGD) are diverse, ranging from technology-specific competencies to broader areas, such as advocacy, teamwork and goal-setting skills. Each family with a new SGD will have a unique profile of training needs, determined by individual learning capacity, priorities, prior knowledge and experience, as well as their child's current communication skills and future support needs. Parents and speech-language pathologists (SLPs) may hold different priorities concerning family SGD training, necessitating ongoing team discussion.

Intensive care nurses' knowledge of enteral nutrition: a descriptive questionnaire

BACKGROUND: Nurses have an important role in the delivery and management of enteral nutrition in critically ill patients, to prevent iatrogenic malnutrition. It is not clear how nurses source enteral nutrition information. 

"My midwife said that having a glass of red wine was actually better for the baby": a focus group study of women and their partner's knowledge and experiences relating to alcohol consumption in pregnancy.

BACKGROUND: While it is well established that alcohol can cross the placenta to the foetus and can affect an infant's development, many women continue to drink during pregnancy. For this reason it is important to determine what information is being provided, what information may be missing, and the preferred sources of information on this issue. In order to improve prevention strategies, we sought to understand the knowledge and experiences of pregnant women and their partners regarding the effects of alcohol consumption during pregnancy. METHODS: The current study utilised a qualitative study design in order to gain insight into the views and experiences of pregnant women, newly delivered mothers and their partners. Focus groups examined the participant's knowledge about the effects of alcohol consumption during pregnancy, the sources of information on this issue, and the psycho-social influences on their drinking behaviour. Five focus groups were conducted involving a total of 21 participants (17 female). A six-stage thematic analysis framework was used to analyse all focus group discussions in a systematic way. RESULTS: Seven major themes were identified from the focus group data: 1) knowledge of Foetal Alcohol Spectrum Disorders; 2) message content and sources; 3) healthcare system; 4) society and culture; 5) partner role; 6) evaluation of risk; and 7) motivation. The findings indicated that although the majority of participants knew not to drink alcohol in pregnancy they had limited information on the specific harmful effects. In addition, routine enquiry and the provision of information by health care professionals were seen as lacking. CONCLUSIONS: The findings of this research provide important insights in to the relationship between pregnant women, their partners, and their healthcare providers. Several recommendations can be made on the basis of these findings. Firstly, public health messages and educational materials need to provide clear and consistent information about the effects of alcohol consumption on the developing baby. Additionally, more thorough and consistent routine enquiry for alcohol consumption in pregnant women needs to occur. Finally, it is important to ensure ongoing education for health professionals on the issue of alcohol consumption during pregnancy.

The heart of the educator: aesthetic experience shaping knowledge, identity and passion

This chapter explores Dewey’s construct of aesthetic experience and the role that the aesthetic plays in knowing: knowing as a coherence of things to be known, developing one’s sense of identity in relation to that knowing, and the passions that emerge in an ‘aesthetic experience’ that lays the foundation for future knowing, identity and passions. Drawing on Dewey’s ideas, Girod, Rau and Schepige developed the construct ‘Aesthetic understanding’ to provide a theoretical lens for describing students’ experience of coming to know science content. This chapter develops the aesthetic understanding construct further into a methodological framework, called a Knowledge-Identity-Passion (KIP) Analysis, that can be applied to research exploring aesthetic experience in two ‘research moments’: the immediate effects of an aesthetic experience on knowledge, identity and passion; and the life trajectory that follows an aesthetic experience. A KIP analysis can be applied to research examining the effects and meanings attached to experiences through close analysis of knowledge, identity and passion, both individually and in relation to each other. To illustrate the power of a KIP analysis narratives of four science educators are provided. The practical applications and methodological possibilities and limitations of a KIP Analysis are then discussed.

Re-casting terra nullius design-blindness: better teaching of indigenous knowledge and protocols in Australian architecture education

This paper reviews the current status and focus of Australian Architecture programs with respect to Indigenous Knowledge and the extent to which these tertiary programs currently address reconciliation and respect to Indigenous Australians in relation to their professional institutions and accreditation policies. The paper draws upon the findings of a recently completed investigation of current teaching: Re-Casting terra nullius blindness: Empowering Indigenous Protocols and Knowledge in Australian University Built Environment Education. Three data sets from this investigation are analysed: a desktop survey of Australian Built Environment curricula; workshops with tertiary providers and students, professional practitioners and representatives of three Built Environment professional institutes; and an online survey of Australian Built Environment students (of which their discipline could be isolated) ascertaining what is currently being taught and learned and what changes would be feasible within the constraints of courses from their perspective. Detailed descriptions are also provided of pedagogic improvements informed by the project findings. The findings suggest minimal current exposure of Architecture students to Indigenous Knowledge content beyond voluntary engagement in self-chosen thesis projects and elective (including studio) subjects led by passionate but largely unsupported teachers championing Indigenous issues; a paucity of teaching echoed by practitioners and accreditors who acknowledge lack of expertise in this area across the profession. This paper discusses ways in which Indigenous Knowledge might be better acknowledged, respected and introduced to Australian Architecture students’ education. Also discussed are teaching strategies with global relevance.