Teaching Style and Educational Philosophy in Japan: Relationship and Validation of a Teaching Style Typology
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This study examined the relationship between educational philosophy and teaching style among 979 Japanese nursing educators, using two validated instruments: the Teaching Style Assessment Scale (TSAS) and the Learning & Educator Nurturing Style (LENS) inventory. The study addressed four research questions focused on group differences, distinct teaching profiles, and the replication of a previously identified four-cluster teaching style typology. Results from a one-way ANOVA revealed two distinct subsets of educational philosophy—Idealism/Realism and Progressivism/Humanism—aligned with teacher-centered and learner-centered approaches, respectively. Discriminant analyses provided distinct teaching style profiles for each philosophy, confirming consistent and interpretable differences in instructional behavior. A hierarchical cluster analysis replicated the four-cluster typology of teaching styles previously established in a separate national study, further validating its stability. These findings confirm a robust and replicable connection between educational beliefs and teaching practices and provide educators and researchers with a practical framework for reflection and development. The study concludes with a discussion of the implications for faculty development, educational policy, and future research, including the planned development of a short-form teaching style inventory. The project also reflects the responsible integration of Human-AI collaboration during the research and writing process.
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.
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it