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
In this paper, we explore the meaning of pedagogical place by focusing on significant relations between teachers, students, and the various places in which they appear to find pedagogical thoughtfulness. By opening up educational discourse to consider pedagogy beyond established notions of classroom practice, we invite readers to step outside perceived limits of classroom instruction. How might we know a pedagogical moment when we encounter one? When does a place become pedagogical? Formerly an outdoor educator of youth and an elementary teacher, now university teacher educators, we explore what it means to be in the right place, pedagogically. Some observations on pedagogical place that emerged after reflecting on the lived experiences of various teachers include: different places are appropriate for engaging in different kinds of pedagogical activities with students; activities can be experienced as in place or out-of-place; dwelling pedagogically is being absorbed, being able to dwell authentically in a learning experience without interruption or distraction; nature involves such areas as the natural ability and interests of the child, the relationship of the natural physical and social world, and the nature of learning.
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 | 0.000 | 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 | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.007 | 0.004 |
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