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PurposeThis study focused on parents' health anxiety by proxy about their children when they started learning online during the COVID-19 pandemic, to explore the impact of academic stress by parent-proxy on parents' learning support services with the mediating role of health anxiety by parent-proxy and the moderating role of parental educational level.Design/methodology/approachIn total, 8,940 primary school students' parents participated in the study. Bootstrapping was performed to test the constructed model.Findings(1) Academic stress by parent-proxy positively predicted health anxiety by parent-proxy. (2) Health anxiety by parent-proxy significantly positively predicted learning support services. (3) Academic stress by parent-proxy also significantly positively predicted learning support services. (4) Academic stress by parent-proxy positively predicted parents' learning support services through the mediating effect of health anxiety by parent-proxy. (5) Parental educational level moderated the relationship between academic stress by parent-proxy, health anxiety by parent-proxy, and learning support services. Academics and parents will benefit from the conclusions of this study in both theory and practice.Originality/valueDuring the COVID-19 pandemic, offline learning has been replaced with online learning, which has brought with it many physical and mental health problems, including additional academic stress. Most studies on learning support services have focused on offline learning. However, this study explored the relationships between academic stress by parent-proxy, health anxiety by parent-proxy, learning support services, and parental educational level in the context of online learning. Results show that it is necessary to pay attention to academic stress and health to provide children with appropriate learning support services.

\"Offering a fundamental basis in kernel-based learning theory, this book covers both statistical and algebraic principles. It provides over 30 major theorems for kernel-based supervised and unsupervised learning models. The first of the theorems establishes a condition, arguably necessary and sufficient, for the kernelization of learning models. In addition, several other theorems are devoted to proving mathematical equivalence between seemingly unrelated models. With over 25 closed-form and iterative algorithms, the book provides a step-by-step guide to algorithmic procedures and analysing which factors to consider in tackling a given problem, enabling readers to improve specifically designed learning algorithms, build models for new applications and develop efficient techniques suitable for green machine learning technologies. Numerous real-world examples and over 200 problems, several of which are Matlab-based simulation exercises, make this an essential resource for graduate students and professionals in computer science, electrical and biomedical engineering. Solutions to problems are provided online for instructors\"-- Provided by publisher.

Adaptive learning support provided by kindergarten teachers before and after (macro-adaptive learning support) as well as during mathematical learning activities (micro-adaptive learning support) is a cross-cutting concept of teaching quality. Effective adaptive learning support enhances children’s learning. However, providing it is challenging and teachers need professional development (PD) to improve the quality of their support. This study investigates the mediating role of teaching quality between PD programs for kindergarten teachers and the development of children’s mathematical competency. 122 kindergarten teachers and their 825 pupils participated in the study. The teachers were randomly assigned to three groups. Two groups attended PD sessions designed to foster either macro- or micro-adaptive learning support. The third was the materials-only control group. The data was analyzed using a self-developed rating instrument focusing on generic and domain-specific elements of teaching quality related to macro- and micro-adaptive learning support. The multilevel latent change model analysis revealed that the PD programs had positive and significant effects on the teaching quality of kindergarten teachers. A significant positive relationship was also found between micro-adaptive learning support and changes in children’s mathematical competency. However, an indirect effect of teaching quality could not be detected, and the PD programs did not have a total effect on children’s mathematical competency. The study reinforces the importance of PD that specifically targets macro- and micro-adaptive learning support for kindergarten teachers. The mediation between PD and mathematical competency development requires further investigation.

An important question for parents and educators alike is how to promote adolescents’ academic identity and school performance. This study investigated relations among parental education, parents’ attitudes toward their adolescents’ school, parental support for learning at home, and adolescents’ academic identity and school performance over time and in different national contexts. Longitudinal data were collected from adolescents and their parents in nine countries (China, Colombia, Italy, Jordan, Kenya, the Philippines, Sweden, Thailand, and the United States). When adolescents were 16 years old, their mothers ( N  = 1083) and fathers ( N  = 859) provided data. When adolescents were 17 years old, 1049 adolescents (50% girls) and their mothers ( N  = 1001) and fathers ( N  = 749) provided data. Multiple-group path analyses indicated that, across cultures, higher parent education was associated with better adolescent school performance. Parents’ attitudes toward their adolescents’ school and parent support for learning in the home were not associated with adolescents’ school performance but were associated with academic identity. The findings suggest somewhat different pathways to school performance versus academic identity. Implications for helping parents and educators in different countries promote adolescents’ academic identity and achievement are discussed.

Blended learning, which combines face-to-face learning and e-learning, has grown rapidly to be commonly used in education. Nevertheless, the effectiveness of this learning approach has not been completely quantitatively synthesized and evaluated using knowledge outcomes in health education. The aim of this study was to assess the effectiveness of blended learning compared to that of traditional learning in health education. We performed a systematic review of blended learning in health education in MEDLINE from January 1990 to July 2019. We independently selected studies, extracted data, assessed risk of bias, and compared overall blended learning versus traditional learning, offline blended learning versus traditional learning, online blended learning versus traditional learning, digital blended learning versus traditional learning, computer-aided instruction blended learning versus traditional learning, and virtual patient blended learning versus traditional learning. All pooled analyses were based on random-effect models, and the I statistic was used to quantify heterogeneity across studies. A total of 56 studies (N=9943 participants) assessing several types of learning support in blended learning met our inclusion criteria; 3 studies investigated offline support, 7 studies investigated digital support, 34 studies investigated online support, 8 studies investigated computer-assisted instruction support, and 5 studies used virtual patient support for blended learning. The pooled analysis comparing all blended learning to traditional learning showed significantly better knowledge outcomes for blended learning (standardized mean difference 1.07, 95% CI 0.85 to 1.28, I =94.3%). Similar results were observed for online (standardized mean difference 0.73, 95% CI 0.60 to 0.86, I =94.9%), computer-assisted instruction (standardized mean difference 1.13, 95% CI 0.47 to 1.79, I =78.0%), and virtual patient (standardized mean difference 0.62, 95% CI 0.18 to 1.06, I =78.4%) learning support, but results for offline learning support (standardized mean difference 0.08, 95% CI -0.63 to 0.79, I =87.9%) and digital learning support (standardized mean difference 0.04, 95% CI -0.45 to 0.52, I =93.4%) were not significant. From this review, blended learning demonstrated consistently better effects on knowledge outcomes when compared with traditional learning in health education. Further studies are needed to confirm these results and to explore the utility of different design variants of blended learning.

BackgroundThe judicious use of worksheets ought to contribute to the establishment of literacy, with a special significance for multilingual classrooms where neither teachers nor learners are mother tongue speakers of the instructional language. Disparity between the pedagogical intention of the worksheet and learners’ interpretation of the message often creates instructional dissonance.Aim and settingThe aim of this nested study was to establish the quality, and (mis)use of worksheets as implemented by student teachers during their work-integrated learning stint in selected urban South African primary schools.Design and methodologyUsing a self-designed grid, a qualitative document analysis underpinned by visual ethnography was conducted on 45 worksheets. These texts were prepared by the student teachers for literacy, numeracy and life skills lessons offered to 6- to 9-year-olds. Criteria used for the simple analysis included appropriateness for the age group, visual complexity, accuracy of language use, cultural compatibility, layout, clarity of instructions and alignment with expected learning outcomes.FindingsFindings suggested the hasty conceptualisation and creation, or inappropriate choice of worksheets used as learning support material. Apart from linguistic barriers because of poorly formulated tasks, the worksheets were generally culturally insensitive, and contained grammatical inaccuracies compounded by technical and design shortcomings. These lacunae defeated the pedagogical purpose of most worksheets and generated instructional dissonance.Conclusion and implications for teacher educationThe careful crafting and implementation of worksheets coupled with sound content knowledge of language and literacy principles would alleviate learner bafflement and enhance the learning opportunity. We take the position that well-designed worksheets should serve a focused purpose and link directly to literacy and learning of the instructional language.

This study explored how past students who attended the Learning Support Zone (LSZ) in Maltese secondary schools perceived their attendance at the LSZ and its impact on their home and work environments. In-depth interviews were conducted with eleven adults who attended the LSZ when they were in secondary school. Thematic analysis was used to elicit a set of themes. The findings highlight the multiple struggles that students with social, emotional and behavioural difficulties (SEBD) face. The narratives highlight the positive impact of the LSZ and its staff, but the families of these students were hardly involved. Social skills, independent living skills, and emotional literacy taught at the LSZ are believed to have helped these youths enhance their motivation and perceived self-worth and deal with adversities more effectively both at home and at work. The key recommendations of the study are the re-evaluation of inclusive policies within schools, consideration of the perspective of the students, better understanding, and monitoring of students with SEBD within schools, and more active involvement of all relevant stakeholders, especially families. Keywords: Learning Support Zone, SEBD, youth, family, work

Weblogs (or blogs) are increasingly being used in higher educational contexts. Not much is known about the factors that influence students’ continued usage intention of weblogs. This study uses the expectation-confirmation model (ECM) as its background theoretical framework, and explores the roles of antecedent factors of perceived fit and perceived individual learning support in the research model. A cross-sectional survey was used to collect data from 108 undergraduate students taking a management information systems (MIS) course in a small university in Canada. Relevant hypotheses on the subject matter were formulated and tested. The partial least squares (PLS) technique was used for data analysis. The results strongly support the proposed hypotheses, indicating that perceived fit, perceived individual learning support, perceived usefulness, confirmation, and satisfaction have positive effects on students’ continued usage intentions of Weblogs. The findings of this study have practical and theoretical implications, which are succinctly discussed, and suggestions for future research outlined.