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Record W1846671002 · doi:10.3138/topia.28.21

Struggling Universities: Simon Fraser University and the Crisis of Canadian Public Education

2012· article· en· W1846671002 on OpenAlexvenueaboutno aff
Enda Brophy, Myka Tucker‐Abramson

Bibliographic record

VenueTOPIA Canadian Journal of Cultural Studies · 2012
Typearticle
Languageen
FieldSocial Sciences
TopicHigher Education Practises and Engagement
Canadian institutionsnot available
Fundersnot available
KeywordsGentrificationFinancial crisisHigher educationPolitical scienceSociologyFactory (object-oriented programming)Public administrationEconomic growthEconomicsLaw

Abstract

fetched live from OpenAlex

This article surveys the recent transformation of Simon Fraser University (SFU) against the backdrop of the crisis of Canadian public post-secondary education. The article contends that the Canadian model for the public funding of mass higher education that became consolidated in the postwar years is coming to an end, and that the metamorphosis of SFU over recent decades illuminates some of the tensions, tendencies and conflicts within what the Edu-factory Collective (2010) has called a “double crisis”: that of the university on the one hand, and of the global financial system on the other. Three processes in particular are at the heart of this transformation: a) the increasing importance of private capital, management and branding of the university in an era of decreased public funding; b) the university’s expansion across the urban fabric, in a process that brings displacement and gentrification; and c) the emergence of hybrid public-private models of educational delivery that cater to global markets for tuition dollars. Within this transformation, the article also points to lines of tension that are emerging out of these processes, creating conflicts and moments of encounter between the labour organizations, student groups and anti-gentrification activists struggling against the what Andrew Ross (2009) has called the “global university.”

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.799
Threshold uncertainty score0.927

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.007
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.007
Science and technology studies0.0560.019
Scholarly communication0.0160.007
Open science0.0020.008
Research integrity0.0060.006
Insufficient payload (model declined to judge)0.0160.001

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 head0.066
GPT teacher head0.314
Teacher spread0.248 · 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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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

Citations13
Published2012
Admission routes2
Has abstractyes

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Same venueTOPIA Canadian Journal of Cultural StudiesSame topicHigher Education Practises and EngagementFrench-language works237,207