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Record W3204250925 · doi:10.1177/08969205211046656

The Shock Doctrine Comes to Canada: Laurentian University’s Insolvency Claim and the Neoliberal Tide

2021· article· en· W3204250925 on OpenAlexaffabout
Reuben Roth

Bibliographic record

VenueCritical Sociology · 2021
Typearticle
Languageen
FieldHealth Professions
TopicHealthcare Systems and Challenges
Canadian institutionsLaurentian University
Fundersnot available
KeywordsInstitutionPublic administrationLegislationPolitical scienceLawInsolvencyAdministration (probate law)SociologyCreditorBusinessDebtFinance

Abstract

fetched live from OpenAlex

During the depths of COVID-19, Laurentian University, a small Canadian postsecondary institution located in the mid-sized city of Sudbury Canada, declared that it was insolvent and was legally allowed to terminate one-third of its faculty and cut almost one-half of its academic programmes. This historically unprecedented attack on a Canadian public institution utilized a Federal corporate court process, the Companies’ Creditors Arrangement Act (CCAA), a piece of legislation akin to the US Chapter 11 process. The result of the still-ongoing process saw the university Administration and Board of Governors working against the interests of the community, targeting the arts, Indigenous, Francophone and working-class communities. This article poses the question ‘to whom do universities belong, and at what point does a publicly funded university stop being a collective “social good” – responsible to the society that spawned it – and start being a stand-alone organization that serves private interests?’

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.917
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.040
GPT teacher head0.383
Teacher spread0.343 · 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 teacher head, not a consensus.

Study designNot applicable
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

Citations0
Published2021
Admission routes2
Has abstractyes

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