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Introduction: We investigate whether a principle-based professional development programme can effectively promote teachers' talk in primary mathematics classrooms. The programme aimed to implement accountable talk (AT), integrating three design principles: (a) incorporating authentic classroom episodes, alongside individual and collective reflection; (b) long-term duration; and (c) video-based discussions.
Methods: We analysed the classroom talk of eight teachers of different ages, seniority and academic background at three timepoints: before, during and at the end of the programme, focusing on teachers' AT quality at both macro- and micro-levels. The macroanalysis concerned ratings of teachers' talk as a whole, while the microanalysis inspected teachers' specific AT moves. This enabled us to assess how teachers operated AT moves to raise the level of discussions and advance student learning.
Results: Both averaged macro-level ratings and rates of micro-level talk moves attest to an overall improvement in teachers' AT quality over time. However, improvement appears durable mainly for older, more senior teachers with specialized mathematics education. The macroanalysis reveals significant improvement in teachers' accountability to the learner community, alongside a strong positive correlation between the level of cognitive demand maintained by the teacher and the overall quality of teachers' AT. The microanalysis reveals significant improvement in teachers' accountability both to the learner community and to mathematical knowledge and reasoning.
Conclusion: Beyond the overall improvement of the quality of teacher talk over time, micro- and macro-analyses reveal differences attributable either to the sensitivity of the methodological tools or to the nature of the change in teachers' practices.
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http://dx.doi.org/10.1111/bjep.70020 | DOI Listing |
Nat Hum Behav
September 2025
Institut Jean Nicod, Département d'Études Cognitives, École Normale Supérieure, Université PSL, EHESS, CNRS, Paris, France.
School interventions targeting adolescents' general knowledge of vaccination are rare despite their potential to reduce vaccine hesitancy. This cluster-randomized trial involving 8,589 French ninth graders from 399 schools tests two interventions against the standard curriculum. The first provided teachers with ready-to-use pedagogical activities, while the second used a chatbot.
View Article and Find Full Text PDFAsian Nurs Res (Korean Soc Nurs Sci)
September 2025
College of Nursing, Chengdu University of Traditional Chinese Medicine, Chengdu, China.
Purpose: This study aimed to interview stakeholders who participated in school mental health inter-professional collaboration (IPC) and determine the facilitators and obstacles for the development of school mental health inter-professional collaboration in Sichuan province, China.
Method: Semi-structured interviews were conducted with 22 stakeholders, including psychiatrists, nurses, school mental health teachers, community workers, and hospital administrators. Data were analyzed using content analysis guided by the Exploration-Preparation-Implementation-Sustainment (EPIS) framework.
Neural Netw
September 2025
School of Computer Science, South China Normal University, Guangzhou, 510631, Guangdong, China; School of Artificial Intelligence, South China Normal University, Foshan, 528225, Guangdong, China. Electronic address:
Data-Free Knowledge Distillation (DFKD) have achieved significant breakthroughs, enabling the effective transfer of knowledge from teacher neural networks to student neural networks without reliance on original data. However, a significant challenge faced by existing methods that attempt to generate samples from random noise is that the noise lacks meaningful information, such as class-specific semantic information. Consequently, the absence of meaningful information makes it difficult for the generator to map this noise to the ground-truth data distribution, resulting in the generation of low-quality training samples.
View Article and Find Full Text PDFEval Program Plann
August 2025
Departamento de Informática Educativa, Universidad de Córdoba, Carrera 6 No. 77-305, Montería, 230002, Córdoba, Colombia. Electronic address:
Many academic programs face persistent challenges in evaluating learning outcomes with consistency, traceability, and alignment to curricular goals. This study introduces a formal model for the systematic assessment of learning outcomes across an academic program. The model is grounded in set theory and matrix algebra, integrates the SOLO taxonomy to classify levels of cognitive performance, and structures evaluation across three defined assessment moments: early, mid, and final stages of the academic trajectory.
View Article and Find Full Text PDFJ Microbiol Biol Educ
September 2025
School of Marine and Biological Engineering, Yancheng Teachers University, Yancheng, China.
This paper conducts an in-depth investigation and analysis of 25 microbiology course outlines from 23 domestic universities in China, focusing on the structure of prerequisite courses. The study finds that microbiology course outlines typically include basic course information, objectives, content, teaching methods, resources, assessment, and scheduling. Reasonable prerequisite course settings are vital for clarifying logical relationships among courses in talent training programs, organizing key and challenging knowledge systems, and enhancing university course quality.
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