A Matrix for the Comparative Study of Student Movements: Twentieth Century Latin American, U.S. and Indian Student Movements
Why this work is in the frame
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Bibliographic record
Abstract
University student movements are diverse socio-cultural entities. Depending on the cultural and economic moment, university student movements have been intensely political entities that participate in steering the aims of government and nation. However at other moments, student movements have been less concerned with wider socio-political issues, and have worked mainly within the realm of student issues and university administration. This paper applies a matrix to analyze the commonalities and differences between various student movements and to understand more about their relationships to their immediate and broader environments. This article examines three student movements, and some of the factors leading to their evolution in India, Argentina and the United States by building on concepts first introduced by Philip Altbach in 1968.
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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 | 0.000 |
| 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 | 0.000 | 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