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
No one is born fully-formed: it is through self-experience in the world that we become what we are. â Paulo Freire Diversity in Japanese Education explores âself-experienceâ of individual learners and educators in Japan. The word âdiversityâ is not limited to oneâs ethnic background. Here, diversity refers to oneâs pedagogical experiences and life experiences; to the norms, beliefs and values that impact such relations. These experiences and relations are fluid as they are shaped and reshaped in global and glocal settings. They are also reflected in praxis of English language learning and teaching in Japan. The authorsâ educational backgrounds vary but they all share the common ground of being educators in Japan. Through being involved in learning and/or teaching English language in Japan, they have witnessed and experienced âdiversityâ in their own pedagogical context. The book focuses on shifting critical and reflexive eyes on qualitative studies of pedagogical experiences rather than presenting one âfixedâ view of Japanese education.
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 | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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