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
1. A Sociocultural Perspective on Teacher Professional Development Karen E. Johnson, Pennsylvania State University, US and Paula Golombek, University of Florida, US Part I: Promoting Cultural Diversity and Legitimating Teacher Identities 2. Becoming a Culturally Responsive Teacher Elizabeth Smolcic, Pennsylvania State University, US 3. I'm Not Alone: Empowering Non-Native English Speaking Teachers Davi Schirmer Reis, Duquesne University, US 4. Working Toward Social Inclusion Through Concept Development in L2 Teacher Education William Dunn, University of Alberta, Canada Part II: Concept Development in L2 Teacher Education 5. `Seeing' L2 Teacher Learning: The Power of Context on Conceptualizing Teaching Sharon Childs, Pennsylvania State University, US 6. Embracing Literacy-based Teaching Heather Willis Allen, University of Miami, US 7. Synthesizing the Academic and the Everyday Gretchen Nauman, Yanshan University, China Part III: Strategic Mediation in L2 Teacher Education 8. Dynamic Assessment in Teacher Education Paula Golombek, University of Florida, US 9. Moodle as a Mediational Space Tatsuhiro Yoshida, Hyoga University, Japan 10. The Reverse Move: Enriching Informal Knowledge in the Pedagogical Grammar Class Deryn P. Verity, Osaka Jogakuin College, Japan 11. Strategic Mediation in Learning to Teach Karen E. Johnson and Ekaterina Arshavskaya, Pennsylvania State University, US Part IV: Teacher Learning in Inquiry-Based Professional Development 12. Teacher Learning through Critical Friends Groups Priya Poehner, Lockhaven University, US 13. Teacher Learning through Lesson Study Thomas Tasker, Department of State, Kiev Part V: Navigating Educational Policies and Curricular Mandates 14. Ten Years of CLT Curricular Reform Efforts in South Korea Eun-Ju Kim, Hanyang Women's University, Korea 15. Learning to Teach under Curricular Reform Kyungja Ahn, Seoul National University, Korea
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 | 0.000 |
| 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 | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.483 | 0.048 |
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