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Record W4409276815 · doi:10.3389/feduc.2025.1584416

Editorial: Global lesson study policy, practice, and research for advancing teacher and student learning in STEM

2025· editorial· en· W4409276815 on OpenAlexaff
Karie Brown, Roberto Capone, Sharon Dotger, Carola Manolino, Micaela Martins

Bibliographic record

VenueFrontiers in Education · 2025
Typeeditorial
Languageen
FieldSocial Sciences
TopicGlobal Educational Policies and Reforms
Canadian institutionsEducation and Early Childhood Development
Fundersnot available
KeywordsMathematics educationEngineering ethicsComputer sciencePolitical sciencePedagogyEngineering managementPsychologyEngineering

Abstract

fetched live from OpenAlex

Last year, we celebrated the 25th anniversary of The Teaching Gap (Stigler & Hiebert, 1999). In this issue, we reflect on the global impact of Lesson Study as a professional development approach for teacher learning. Over the past decades, Lesson Study has expanded beyond its origins in Japan and has been adopted in diverse educational settings worldwide. This special issue of Frontiers in Education (STEM Education) brings together cutting-edge research that examines the policy, practice, and research dimensions of Lesson Study, with a particular emphasis on STEM education.Lesson Study fosters collaborative and reflective teaching practices centered on student learning. After 25 years, it remains a vital method to support pre-service teacher education (e.g., Gomes, et al., 2022;Helgevold & Wilkins, 2019), in-service teacher professional development (e.g., Andriano & Manolino, 2023;Clivaz et al., 2023), and team collaboration of teacher learning with mixed teaching experiences (Coenders & Verhoef, 2019). While numerous studies have explored Lesson and Learning Study in STEM education across the globe (e.g., Arzarello et al., 2022;Brown-Tess, 2021;Clivaz & Miyakawa, 2020;Groves et al., 2016;Huang & Shimizu, 2016), the adoption of this professional development process differs from the ways it is experienced in Japan. Despite its widespread use, variations in implementation have prompted discussions on its fidelity and efficacy across cultural and institutional contexts (Brown, 2024;Fujii, 2018;Capone et al., 2023). A critical aspect is how Lesson Study interacts with diverse educational cultures. Research highlights the crucial role of cultural influences in shaping teacher reflection and instructional change, underscoring their significance in mathematics teacher education (Manolino, 2024). This perspective reinforces the need to contextualize Lesson Study within specific educational traditions to ensure its meaningful and sustainable application. This special issue presents a collection of high-quality studies that contribute to the discourse on Lesson Study, emphasizing its impact on teacher professional development, student learning outcomes, and pedagogical innovation in STEM education. As the field moves forward, it is essential to maintain a dialogue between researchers, educators, and policymakers to ensure that Lesson Study continues to evolve as an effective, evidence-based approach to advancing STEM education. We hope that this special issue provides valuable insights and inspires further innovations in teaching and learning through Lesson Study.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.006
metaresearch head score (Gemma)0.009
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Editorial · Consensus signal: Editorial
Teacher disagreement score0.269
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.014
GPT teacher head0.460
Teacher spread0.446 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreEditorial

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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