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
The concept of Southern Theory is a response to Northern sociological theory, which is considered to be incomplete because it does not consider global dynamics, which would include the life-experiences of people of the South and the impact of socio-cultural changes brought about by colonialism and globalization. Raewyn Connell introduced the term Southern Theory to emphasize the intellectual power and political relevance of social thought emanating from formerly colonized countries. The term Southern Theory can be confusing, overarching theories that incorporate new ideas that would represent the experiences of unequal development are imperative in a globalized world. The ideas of non-violence and moral togetherness that Gandhi represented are discussed in this paper along with his education experiments and theories. Being radical, his educational ideas were not accepted in India after independence because the country needed to “catch-up” with the development of industrialized countries after centuries of colonial subjugation. But his profoundly different ideas of achieving social/political change through non-violence, and his ideas on education for working towards a social order free from exploitation and violence, represented local needs and a new way of looking at society and education .
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 | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 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