Bibliographic record
Abstract
Developing critical pedagogy requires conjoining committed adherents in a discourse dedicated to the Idea of communism, formulating and debating ideas about communism and pedagogy, and asserting an intellectual line of argument (inside and outside communist fora) that pragmatically accounts for the problems of power, authority and social change. This debate assumes an immanent logic in the development of communist ideals and practices and relates to the production of communist theology, world-views, philosophies, historical materialisms and social theories; the identification of political ideologies, identities, and interests; and the formulation of insights on appropriate strategies and tactics. However, there are three key problems in the development of critical pedagogy within a pragmatic communist paradigm related to questions of power, authority and social change. For power there is a tension between personal enlightenment versus social enlightenment; for authority there is the contradiction between enlightenment which presupposes unequal authority) versus egalitarianism which presupposes equal ignorance); and, for the relationship between the theory and practice of communism, there is the transition from a liberal democratic society to a communist society.
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.
How this classification was reachedexpand
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".