Better through benchmarking

This panel sessions presents a brief overview of UECA’s nation-wide initiative assessing the language standards of Direct Entry and ELICOS pathway programs. The presentation shares learnings from the Benchmarking Project involving some 60 assessors from 20 Australian University Centres using the Common European Framework of Reference for Languages (CEFR) to externally validate university partners’ writing assessments and international student work samples. Panel members will share the experience and learnings gained from the perspective of participants in the project

Regularized linear and gradient boosted ensemble methods to predict athletes\u27 gender based on a survey of masters athletes

The aim of this research was to investigate statistical learning techniques to predict gender based upon psychological constructs (measuring motivations to participate in masters sports). Motivations of marathoners scales (MOMS) sports psychological data for 3928 masters athletes (2,010 males) from the World Masters Games (the largest sporting event in the world by participant numbers) was investigated using the regularized linear modelling methodologies ridge regression, the lasso and the elastic net. Comparison was made between previously published research utilizing logistic regression, discriminate function analysis, radial basis functions, multilayer perceptrons and a selection of boosted decision tree based models. It was hypothesized that the regularized linear models would perform better than other models except the boosted decision trees, however ensembles of the regularized linear models and gradient boosted machines would result in improved accuracy over any prior models in the literature. Implementing modern regression methods with regularization provided improvements in classification accuracy based on gender compared to non-regularized linear models, however not boosted trees such as a gradient boosted machine (GBM). Models that were solely or partially based on L2 regularization (including a penalty term to reduce the sum of squares of the parameters) performed better than those than relied solely or primarily on L1 regularization (including a penalty term to reduce the sum of the absolute values of the parameters) or subset selection. This finding had implications for analysis of MOMS data in general with respect to using the 56 questions in MOMS as opposed to the underlying nine constructs for analysis in order to compensate for multicollinearity. Ensemble methods stacking ridge regression and GBMs with out-of-sample prediction further improved accuracy, giving higher accuracy scores (0.7236) than obtained in any preceding literature. This demonstrates the potential benefits from such an ensemble approach in terms of developing models with improved accuracy, as well as increasing the likelihood of developing practical applications from predictions using MOMS psychometric data

Pinto peanut cover crop nitrogen contributions and potential to mitigate nitrous oxide emissions in subtropical coffee plantations

Many coffee (Coffea arabica L) production systems are characterised by high use of nitrogen (N) fertilisers, which can result in N leaching and emissions of nitrous oxide (N2O). We investigated the potential for legume cover crops grown inter-row to provide N for coffee trees and lower seasonal N2O emissions compared to poultry litter amendment at two subtropical field sites over 12 months, with unfertilised traditional grass groundcover used as a control treatment. Groundcovers (legume and grass treatments) were slashed from the inter-row into the tree line every 2–6 weeks as per normal farming operations. The prostrate ground cover legume Pinto peanut (Arachis pintoi) produced 4–5 t ha−1 biomass at both sites over the 12 month period, and fixed 146 kg N ha−1 year−1 at one site as estimated using the 15N natural abundance method. Background emissions from soil were lower at site 1 (0.38 kg N2O-N ha−1 year−1) than site 2 (2.26 kg N2O-N ha−1 year−1) reflecting differences in soil N and C levels at the sites. The use of Pinto peanut residues as an N amendment didn\u27t result in any N2O flux events beyond those observed in the traditional groundcover control treatment across the season at either site, while the application of poultry litter to match farmer practice at these sites led to a major emission event. Ultimately, the Pinto peanut cover crop treatment led to a lower emission factor than for poultry litter at both sites, and resulted in significantly lower cumulative seasonal emissions for the legume cover crop (0.34 kg N2O-N ha−1 season−1) than poultry litter amendment (0.68 kg N2O-N ha−1 season−1) at site 1 despite similar inputs of N into the system. These findings suggest cover crop legumes could be integrated into coffee plantations to offset a portion of external N inputs, while lowering N2O emissions

Implications of range overlap in the commercially important pan-tropical sea urchin genus Tripneustes (Echinoidea: Toxopneustidae)

Sea urchins of the genus Tripneustes are among the most abundant and ecologically important pan-tropical marine invertebrates. Recognized as potent ecosystem engineers due to their intense grazing of macroalgae and sea grass and highly valued for their gonads, wild populations of Tripneustes are commercially exploited for fisheries and aquaculture. Recently, a new species, Tripneustes kermadecensis (Bronstein et al. 2017), was described from the southern Pacific Ocean, off the Kermadec Islands, near the tropical/sub-tropical transition zone. Here, we explore the range of Tripneustes and, in particular, T. kermadecensis by morphological and genetic tools to determine whether it also occurs in Australia. We report, for the first time, the presence of a second Tripneustes species, T. kermadecensis, from Australia. We show that T. kermadecensis is in fact highly abundant throughout most of sub-tropical eastern Australia, where it occurs in association with coral and temperate reefs and has been recognized for decades as the ‘lamington sea urchin’. As commercial exploitation and stock-release programs of Tripneustes are rapidly expanding, and as global warming causes tropicalization of eastern Australia, driving the southern expansion of its congener T. gratilla, we call for re-evaluation of the conservation vulnerability of T. kermadecensis along the Australian continent and action by the aquaculture industry to genetically confirm the species identity of stocks in their facilities

Children in social research: do higher payments encourage participation in riskier studies?

The MESSI (Managing Ethical Studies on Sensitive Issues) study used hypothetical scenarios, presented via a brief online survey, to explore whether payment amounts influenced Australian children and young people to participate in social research of different sensitivity. They were more likely to participate in the lower sensitivity study than in the higher at all payment levels (A$200 prize draw, no payment,$30, or $100). Offering payments to children and young people increased the likelihood that they would agree to participate in the studies and, in general, the higher the payments, the higher the likelihood of their participating. No evidence of undue influence was detected: payments can be used to increase the participation of children and young people in research without concerns of undue influence on their behavior in the face of relatively risky research. When considering the level of payment, however, the overriding consideration should be the level of risk to the children and young people

DNA barcoding a unique avifauna: an important tool for evolution, systematics and conservation

Background: DNA barcoding utilises a standardised region of the cytochrome c oxidase I (COI) gene to identify specimens to the species level. It has proven to be an effective tool for identification of avian samples. The unique island avifauna of New Zealand is taxonomically and evolutionarily distinct. We analysed COI sequence data in order to determine if DNA barcoding could accurately identify New Zealand birds. Results: We sequenced 928 specimens from 180 species. Additional Genbank sequences expanded the dataset to 1416 sequences from 211 of the estimated 236 New Zealand species. Furthermore, to improve the assessment of genetic variation in non-endemic species, and to assess the overall accuracy of our approach, sequences from 404 specimens collected outside of New Zealand were also included in our analyses. Of the 191 species represented by multiple sequences, 88.5% could be successfully identified by their DNA barcodes. This is likely a conservative estimate of the power of DNA barcoding in New Zealand, given our extensive geographic sampling. The majority of the 13 groups that could not be distinguished contain recently diverged taxa, indicating incomplete lineage sorting and in some cases hybridisation. In contrast, 16 species showed evidence of distinct intra-species lineages, some of these corresponding to recognised subspecies. For species identification purposes a character-based method was more successful than distance and phylogenetic tree-based methods. Conclusions: DNA barcodes accurately identify most New Zealand bird species. However, low levels of COI sequence divergence in some recently diverged taxa limit the identification power of DNA barcoding. A small number of currently recognised species would benefit from further systematic investigations. The reference database and analysis presented will provide valuable insights into the evolution, systematics and conservation of New Zealand birds

Disability and support relationships: what role does policy play?

Very little is known about how relationships between people with disabilities and their paid support workers are positioned in policy. With the policy shift toward choice of provider, individualised approaches, person centredness and self‐directed funding, the nature of their relationship assumes a more prominent role in the quality of support practice. The policy analysis in this article explores the extent to which current disability policy acknowledges, promotes, or diminishes the relationships between people with disabilities and workers, in their organisational context. It uses Honneth\u27s conditions for recognition—love (cared for), rights (respected) and solidarity or social esteem (valued)—to understand how policy positions mutuality in the relationship. The policy review applied a three‐stage process: categorisation of policies, textual analysis and content analysis to policy documents at four levels—international, Australian federal, state and organisational in two case studies. The analysis revealed that while a rights framework is explicit in most policies, the emphases on the conditions for recognition within a relationship between people with disabilities and workers are compromised in instructional policies that attempt to manage the tension between choice and risk, particularly at the organisational level

Songs of a changeling earth

Songs of a Changeling Earth is an exhibition of media art, produced by Grayson Cooke during his artist residency at Geoscience Australia during 2018. This exhibition focuses on three significant area of Geoscience Australia\u27s operations: the National Mineral and Fossil Collection, the Petroleum Data Repository, and the Digital Earth Australia satellite-imaging program