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 paper critically examines popular discourses of pedagogy circulating in adult education theory and practice: pedagogy as (heroic or nurturing) person, as prescriptive strategy, as political purpose, and as situated practices. I argue that problematic conceptions and desires can be identified across these discourses that lead to orientations of control and discipline, animated by moral essentialism, in the teaching-learning relation. In an effort to conceptualise more open, generative and compassionate orientations, two interconnected forms of pedagogical relations are explored: ethical and ecological. Ethical relations are examined as ongoing coping: appropriate responsiveness in the immediate, reminiscent of Levinas' “caring encounter.” Ecological relations have to do with attunement to biological as well as social, political and cultural interconnectivity: the ongoing co-specification of elements improvised in complex systems. The concluding implications for educators encourage a movement to less grand and totalising, more local and contingent orientations—“poorer” pedagogies. The paper is theory driven, drawing from complexity theory and pedagogical writers aligned with local, ecological conceptions of teaching and 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 | 0.001 | 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 | 0.001 |
| 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