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Abstract With the accelerating growth of the academic corpus, doubling every 9 years, machine learning is a promising avenue to make systematic review manageable. Though several notable advancements have already been made, the incorporation of machine learning is less than optimal, still relying on a sequential, staged process designed to accommodate a purely human approach, exemplified by PRISMA. Here, we test a spiral, alternating or oscillating approach, where full-text...
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In the resource-constrained South African education sector, infrastructure which is considered as temporary or backup in other countries is used as permanent classrooms, primarily but not exclusively in lower-income areas. Children’s cognitive performance and comfort are directly impacted by indoor air quality. Temperature, relative humidity, particulate matter and CO2 levels, substantial determinants of air quality, have not been studied across different classroom types. We measure these...
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Greetings, if our institution opts for the Tier 3 plan for the ChatGPT API, allowing students to utilize our API, and the usage either surpasses or falls below the predefined limits of Tier 3, how does it influence the monthly pricing? To clarify, if usage exceeds the Tier 3 limits, will our monthly payment remain fixed at $1000, or will the pricing be adapted according to our actual usage? You can refer to the link provided for details on the tier plans: https://platform.openai.com/docs/guides/...
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Academic databases are a fundamental source for identifying relevant literature in a field of study. Scopus contains more than 90 million records and indexes around 12,000 documents per day. However, this context and the cumulative nature of science itself make it difficult to selectively identify information. In addition, academic database search tools are not very intuitive, and require an iterative and relatively slow process of searching and evaluation. In response to these...
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This paper reflects on the lived experiences of young refugees located in Pakistan and Rwanda when interacting with education technology (EdTech) during and following displacement. We offer a broad decolonial commentary on issues related to the design and development of EdTech initiatives for refugees, noting some of the historical trends prevalent in the education and emergencies sector. We are guided by questions such as: Why EdTech to start with? Who designs the products? Where are they...
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Purpose: The pedagogical potential of outdoor learning in fostering the well-being and holistic development of children have been extensively documented in literature. Most pre-primary school children in Nigeria are however rarely exposed to outdoor learning experiences, owing probably to the inadequacies in knowledge and expertise among pre-primary school teachers. This study developed, implemented and determined the effectiveness of school-based experiential outdoor pedagogical training...
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Automatic synthesis of RCTs
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Connected Learning for STEM (CL4STEM) is an innovative teacher capacity-building project piloted in Nigeria. It aimed at science, technology, engineering, and mathematics teachers’ capacity building to foster higher-order thinking with inclusion and equity (HOTIE) in their classroom practices. It adopted a model of mobile-based communities of practice (CoP) as one of the strategies for CL4STEM teacher professional development. Hence, this study investigated the impact of the CL4STEM project...
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This study offers some of the first evidence in a developing country context that transitory exposure to high temperatures may disrupt low-stakes cognitive activities across a range of age cohorts. By matching eight years of repeated cognitive tests among all the participants in a nationally representative longitudinal survey in China with weather data according to the exact time and geographic location of their assessment, we show that exposure to a temperature above 32°C on the test date,...
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Education systems globally are increasingly being shaped by the logics, assumptions and pedagogical underpinnings of educational technology (EdTech) products, services, programmes, policies, and systems. These often promote rationalistic, secular, universal, objectivist, (post)modernist, written, behaviourist, and individualistic ways of being, marginalising religious, spiritual, oral, subjective, critical, and communitarian ways of being. Given that technological ways of being have been...
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Evidence from high-income countries suggests that the quality of school leadership has measurable impacts on teacher behaviors and student learning achievement. However, there is a lack of rigorous evidence in low-income contexts, particularly in Sub-Saharan Africa. This study tests the impact on student progression and test scores of a two-year, multi-phase intervention to strengthen leadership skills for head teachers, deputy head teachers, and sub-district education officials. The...
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To inform the development of Malawi's National Numeracy Programme (NNP), EdTech Hub worked with the Directorate of Quality Assurance Services (Malawi), Cambridge Education, and the UK Foreign, Commonwealth and Development Office (FCDO) to examine the NNP’s components during its extended pilot phase during the 2022–2023 school year, and explore how these might be refined to improve teaching and learning of mathematics in Malawi. In-depth qualitative research in four schools was undertaken to...
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The Malawi National Numeracy Programme (NNP) was designed in 2020 in partnership with the Malawi Ministry of Education and Cambridge Education (Mott McDonald), funded by the UK Foreign, Commonwealth and Development Office (FCDO). Building on findings from a prior qualitative review of the NNP's programme components, EdTech Hub proposed a new phase of design-based implementation research (DBIR) to be undertaken in Term 2 of the 2022–2023 school year to refine the school-based teacher...
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