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Record W4241156405 · doi:10.46692/9781529208634.002

Student Campaigns

2020· other· en· W4241156405 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typeother
Languageen
FieldSocial Sciences
TopicService-Learning and Community Engagement
Canadian institutionsnot available
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

Introduction Although differences between countries continue to be pronounced, national HE systems are becoming more alike in the sense of being more market-oriented, even in countries with a strong welfare tradition. Fighting back against these processes, student protests arose unexpectedly – to a certain extent – in several countries across the five continents, with particularly intense waves in countries such as South Korea and India in Asia, Chile and Mexico in Latin America, Canada and the United States in North America, South Africa and Nigeria in Africa, and Italy, England, and Germany in Europe. Thus, recent years have witnessed the rise and proliferation of student mobilizations as a collective response to the expansion of neoliberal capitalism and its policies in the field of HE (Cini and Guzmán-Concha, 2017; Cini, 2019b). Historically, students constituted the fundamental segment of various political movements, ranging from the nationalist European movements in the 19 th century, to the environmental, urban, anticolonial, and peace movements in the second half of the 20 th century, until the more recent mobilizations associated with the ‘Arab Spring’ and the ‘Occupy’ movements. Students have often played a clear political role in modern society (Sukarieh and Tannock, 2015). However, it is with the 1968 wave of global contestation that the collective power of students fully materialized in HE institutions (HEIs) in the form of activism. The 1968 protests marked the era of the politicization of the student condition, as such (Altbach, 1991). While university systems in many parts of the world had expanded significantly over the 1960s, taking in larger and more diverse student bodies, university policies and practices remained elitist and traditionalist. Contesting the authoritarian and hierarchical way in which universities were organized and governed, student protesters around the world demanded a more democratic and accessible HE, more rights and freedom on campus, greater involvement in university governance, and a more coherent and relevant curriculum. Through such mobilizations, students aimed also at putting forward an alternative conception of society based on values of equality, solidarity and social justice (Breines, 1989). The greatest impacts of 1968 mobilizations were a general democratization of university institutions, with more student involvement in governing bodies, the development of new curriculum areas, and greater attention paid to ensuring student rights and freedom on campus (Cockburn and Blackburn, 1969).

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.046
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0480.002

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.

Opus teacher head0.046
GPT teacher head0.354
Teacher spread0.308 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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".

Quick stats

Citations0
Published2020
Admission routes1
Has abstractyes

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