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 close investigation of student protests represents the first comparative review of the subject. Setting the wave of demonstrations within the contexts of student activism, social issues, and political movements, the book casts new light on their impact on higher education and on the broader society. The book begins with an overview of the analysis of transformation in higher education (HE) policies and student politics, linking them to research on the policy outcomes of social movements. HE policies have been shaped by various waves of student mobilization. Students have often been important actors in contentious politics, mobilizing on all main cleavages in society and often stimulating spin-off movements, as well as affecting institutional politics at large. Student protests are therefore affected by public policies at least as much as they affect them. The book focuses on these complex interactions, aiming at understanding the development of student protests within neoliberal universities. It explores four episodes of student contestation over HE reforms, which have recently taken place in Chile, Quebec, England, and Italy. In light of the findings, the book reflects on the impacts of neoliberal policies in contentious politics and point at the relevance of coalitions for a sustained impact of mobilization campaigns. The discussion also points toward the student movements' effects in terms of empowerment, the triggering of spill-over movements, and transformations in electoral and party politics. Offering sophisticated new theoretical arguments based on fascinating empirical work, the insights and conclusions revealed in this study are of value to anyone with an interest in social, political, and related studies.
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 | 0.000 | 0.000 |
| 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