Educating far from Equilibrium: Chaos Philosophy and the Quest for Complexity in Education
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
It would be futile, John Dewey argued in 1902, to think that we have to choose between child-centered, progressive education and traditional, subject-matter-oriented approaches. Calling for adaptivity, he stressed that we need the act of balancing the one with the other. The tendency in current educational policy to lean in favor of traditional, disciplinary modes of control appears to lose sight of this need. The aim of this paper is to reconnect to the task of maintaining a balance between educational freedom and structure, using a variety of theoretical resources such as complexity science, and the philosophies of Deleuze and Guattari, Schiller, and Nietzsche. Based on these resources, the authors also discuss Steiner Waldorf education as an example of how educational practice may approach, and integrate the significance of chaos in the form of a “virtual pedagogy”.
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 | 0.003 | 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 | 0.002 |
| 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