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Innocence, Knowledge and the Construction of Childhood provides a critical examination of the way we regulate children's access to certain knowledge and explores how this regulation contributes to the construction of childhood, to children's vulnerability and to the constitution of the 'good' future citizen in developed countries. Through this controversial analysis, Kerry H. Robinson critically engages with the relationships between childhood, sexuality, innocence, moral panic, censorship and notions of citizenship. This book highlights how the strict regulation of children's knowledge, often in the name of protection or in the child's best interest, can ironically, increase children's prejudice around difference, increase their vulnerability to exploitation and abuse, and undermine their abilities to become competent adolescents and adults. Within her work Robinson draws upon empirical research to: provide an overview of the regulation and governance of children's access to 'difficult knowledge', particularly knowledge of sexuality explore and develop Foucault's work on the relationship between childhood and sexuality identify the impact of these discourses on adults' understanding of childhood, and the tension that exists between their own perceptions of sexual knowledge, and the perceptions of children reconceptualise children's education around sexuality. Innocence, Knowledge and the Construction of Childhood is essential reading for both undergraduate and postgraduate students undertaking courses in education, particularly with a focus on early childhood or primary teaching, as well as in other disciplines such as sociology, gender and sexuality studies, and cultural studies.

Gendered and racial inequalities persist in even the most progressive of workplaces. There is increasing evidence to suggest that all aspects of employment, from hiring to performance evaluation to promotion, are affected by gender and cultural background. In higher education, bias in performance evaluation has been posited as one of the reasons why few women make it to the upper echelons of the academic hierarchy. With unprecedented access to institution-wide student survey data from a large public university in Australia, we investigated the role of conscious or unconscious bias in terms of gender and cultural background. We found potential bias against women and teachers with non-English speaking backgrounds. Our findings suggest that bias may decrease with better representation of minority groups in the university workforce. Our findings have implications for society beyond the academy, as over 40% of the Australian population now go to university, and graduates may carry these biases with them into the workforce.

Humanity is at a critical juncture in its response to environmental issues. Coastal land spaces are under threat from rising sea levels and storm surges accelerating erosion and degradation. Children have an important role in sustaining a viable environmental future. Education for sustainability in early childhood (EC) nature-based settings has the potential to disrupt the current crisis by deepening children’s understanding of the environment. Many educators who practice nature pedagogy in early childhood education (ECE) shy away from using technological tools despite our existence in a time of artificial intelligence and digitalisation, some of which is becoming evident in EC sustainability education. This paper will consider the use of blue spaces that incorporate the waters, sands, and coastal land adjacent to the water’s age for EC sustainability teaching and learning. It will focus on questioning the role of technologization, particularly technological tools, on the forms of sustainability education that preschool children experience while in nature-based settings. Interrogating recent research of nature-based kindergartens undertaken at Australian coastal contexts, and drawing on seminal international documentation, it will focus on the development of young children’s empathy and ‘ethos of care’ for living things, their considerations of local ecosystems, and their growing understandings of the interrelationships between elements of their environment. The paper will then consider how the application of technological tools intersects with sustainability education in the context of blue spaces. The research highlights the importance of the educator in the development of interactive, learner-centred opportunities that not only enable investigative, action-adapted learning but also fosters independent learners who are responsive to their natural environment. The implication of this research is that further considerations of technologization and children’s environmental agency through a play-based, emergent curriculum are necessary.

National levels of personal health-care access and quality can be approximated by measuring mortality rates from causes that should not be fatal in the presence of effective medical care (ie, amenable mortality). Previous analyses of mortality amenable to health care only focused on high-income countries and faced several methodological challenges. In the present analysis, we use the highly standardised cause of death and risk factor estimates generated through the Global Burden of Diseases, Injuries, and Risk Factors Study (GBD) to improve and expand the quantification of personal health-care access and quality for 195 countries and territories from 1990 to 2015. We mapped the most widely used list of causes amenable to personal health care developed by Nolte and McKee to 32 GBD causes. We accounted for variations in cause of death certification and misclassifications through the extensive data standardisation processes and redistribution algorithms developed for GBD. To isolate the effects of personal health-care access and quality, we risk-standardised cause-specific mortality rates for each geography-year by removing the joint effects of local environmental and behavioural risks, and adding back the global levels of risk exposure as estimated for GBD 2015. We employed principal component analysis to create a single, interpretable summary measure–the Healthcare Quality and Access (HAQ) Index–on a scale of 0 to 100. The HAQ Index showed strong convergence validity as compared with other health-system indicators, including health expenditure per capita (r=0·88), an index of 11 universal health coverage interventions (r=0·83), and human resources for health per 1000 (r=0·77). We used free disposal hull analysis with bootstrapping to produce a frontier based on the relationship between the HAQ Index and the Socio-demographic Index (SDI), a measure of overall development consisting of income per capita, average years of education, and total fertility rates. This frontier allowed us to better quantify the maximum levels of personal health-care access and quality achieved across the development spectrum, and pinpoint geographies where gaps between observed and potential levels have narrowed or widened over time. Between 1990 and 2015, nearly all countries and territories saw their HAQ Index values improve; nonetheless, the difference between the highest and lowest observed HAQ Index was larger in 2015 than in 1990, ranging from 28·6 to 94·6. Of 195 geographies, 167 had statistically significant increases in HAQ Index levels since 1990, with South Korea, Turkey, Peru, China, and the Maldives recording among the largest gains by 2015. Performance on the HAQ Index and individual causes showed distinct patterns by region and level of development, yet substantial heterogeneities emerged for several causes, including cancers in highest-SDI countries; chronic kidney disease, diabetes, diarrhoeal diseases, and lower respiratory infections among middle-SDI countries; and measles and tetanus among lowest-SDI countries. While the global HAQ Index average rose from 40·7 (95% uncertainty interval, 39·0–42·8) in 1990 to 53·7 (52·2–55·4) in 2015, far less progress occurred in narrowing the gap between observed HAQ Index values and maximum levels achieved; at the global level, the difference between the observed and frontier HAQ Index only decreased from 21·2 in 1990 to 20·1 in 2015. If every country and territory had achieved the highest observed HAQ Index by their corresponding level of SDI, the global average would have been 73·8 in 2015. Several countries, particularly in eastern and western sub-Saharan Africa, reached HAQ Index values similar to or beyond their development levels, whereas others, namely in southern sub-Saharan Africa, the Middle East, and south Asia, lagged behind what geographies of similar development attained between 1990 and 2015. This novel extension of the GBD Study shows the untapped potential for personal health-care access and quality improvement across the development spectrum. Amid substantive advances in personal health care at the national level, heterogeneous patterns for individual causes in given countries or territories suggest that few places have consistently achieved optimal health-care access and quality across health-system functions and therapeutic areas. This is especially evident in middle-SDI countries, many of which have recently undergone or are currently experiencing epidemiological transitions. The HAQ Index, if paired with other measures of health-system characteristics such as intervention coverage, could provide a robust avenue for tracking progress on universal health coverage and identifying local priorities for strengthening personal health-care quality and access throughout the world. Bill & Melinda Gates Foundation.

Purpose: This paper aims to argue that substantive changes are required in both curricula and pedagogical practice in higher education institutions to challenge dominant epistemologies and discourses and to unsettle current ways of thinking about, and acting in relation to, the environment. Central to such a shift, it is argued, is the need for higher education curricula to be interdisciplinary and for pedagogical practices to work to build capacities in students for critical and reflective thinking. Design/Methodology/Approach: In this paper, a case study of our reflections is offered on a subject designed to promote capacities in students for critical and reflective thinking via an interdisciplinary approach. The paper uses data from student reflective essays and student course evaluations to make an argument for the success of this approach. Findings: Genuine transformative learning can occur within a constructivist informed pedagogical approach to teaching for sustainability. Research Limitations/Implications: Research implications are that genuine transformation can occur in students' thinking processes (which the paper argues is critical for effective education in sustainability) with appropriately designed courses in higher education. Practical Implications: More effective environmental actors and thinkers, who can critically engage with the complexity of environmental problems. Social Implications: Social implications include a more effective and socially just higher education for sustainability Originality/Value: The authors know of no other narrative that addresses attempts to educate for sustainability using this approach.

In the face of environmental degradation, social inequality, and technological change—acknowledged as defining challenges of the 21st century—Higher Education Institutions (HEIs) lead educational innovation, integrate sustainability as a transformative axis, and act as key actors in global responses. This study develops and validates a conceptual model that advances the goals of Society 5.0 through the integration of sustainability-oriented STEAM education and AI ethics as strategic drivers of a human-centered, socially inclusive, and technologically relevant learning ecosystem. The model rests on multidisciplinary and project-based learning and active engagement with society and industry. Its validation followed a Design Science Research approach supported by expert interviews, the Sustainable Classroom implementation, and international benchmarking with higher education cases from Indonesia, the United Kingdom, Australia, Uruguay, and the European Union. The combination of the constant comparison method of grounded theory with abductive reasoning ensured theoretical coherence and practical consistency. Triangulation across interviews, classroom implementation, and international cases reinforced robustness, while theoretical saturation, cross-validation, and reflexive safeguards strengthened credibility, controlled bias, and secured data management. Findings confirm that the ethical integration of advanced technologies strengthens citizenship, ecological literacy, and institutional innovation, and establishes a replicable and scalable framework that reorients higher education toward sustainability, ethics, and digital equity, positioning it as a cornerstone of education for Society 5.0 and as a global benchmark for achieving the Sustainable Development Goals.

Electronic health records (EHRs) in unstructured formats are valuable sources of information for research in both the clinical and biomedical domains. However, before such records can be used for research purposes, sensitive health information (SHI) must be removed in several cases to protect patient privacy. Rule-based and machine learning-based methods have been shown to be effective in deidentification. However, very few studies investigated the combination of transformer-based language models and rules. The objective of this study is to develop a hybrid deidentification pipeline for Australian EHR text notes using rules and transformers. The study also aims to investigate the impact of pretrained word embedding and transformer-based language models. In this study, we present a hybrid deidentification pipeline called OpenDeID, which is developed using an Australian multicenter EHR-based corpus called OpenDeID Corpus. The OpenDeID corpus consists of 2100 pathology reports with 38,414 SHI entities from 1833 patients. The OpenDeID pipeline incorporates a hybrid approach of associative rules, supervised deep learning, and pretrained language models. The OpenDeID achieved a best F -score of 0.9659 by fine-tuning the Discharge Summary BioBERT model and incorporating various preprocessing and postprocessing rules. The OpenDeID pipeline has been deployed at a large tertiary teaching hospital and has processed over 8000 unstructured EHR text notes in real time. The OpenDeID pipeline is a hybrid deidentification pipeline to deidentify SHI entities in unstructured EHR text notes. The pipeline has been evaluated on a large multicenter corpus. External validation will be undertaken as part of our future work to evaluate the effectiveness of the OpenDeID pipeline.

A common feature of many citizen science projects is the collection of data by unpaid contributors with the expectation that the data will be used in research. Here we report a teaching strategy that combined citizen science with inquiry-based learning to offer first year university students an authentic research experience. A six-year partnership with the Australian phenology citizen science program ClimateWatch has enabled biology students from the University of Western Australia to contribute phenological data on plants and animals, and to conduct the first research on unvalidated species datasets contributed by public and university participants. Students wrote scientific articles on their findings, peer-reviewed each other's work and the best articles were published online in a student journal. Surveys of more than 1500 students showed that their environmental engagement increased significantly after participating in data collection and data analysis. However, only 31% of students agreed with the statement that \"data collected by citizen scientists are reliable\" at the end of the project, whereas the rate of agreement was initially 79%. This change in perception was likely due to students discovering erroneous records when they mapped data points and analysed submitted photographs. A positive consequence was that students subsequently reported being more careful to avoid errors in their own data collection, and making greater efforts to contribute records that were useful for future scientific research. Evaluation of our project has shown that by embedding a research process within citizen science participation, university students are given cause to improve their contributions to environmental datasets. If true for citizen scientists in general, enabling participants as well as scientists to analyse data could enhance data quality, and so address a key constraint of broad-scale citizen science programs.