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FACTORY OCCUPATIONS IN ONTARIO, CANADA: REBUILDING INFRASTRUCTURES OF RESISTANCE

2010· article· en· W2086905398 on OpenAlexaboutno aff
Jeffrey Shantz

Bibliographic record

VenueWorkingUSA · 2010
Typearticle
Languageen
FieldSocial Sciences
TopicLabor Movements and Unions
Canadian institutionsnot available
Fundersnot available
KeywordsResistance (ecology)Context (archaeology)Working classBureaucracySociologyFactory (object-oriented programming)Political economyPoliticsPolitical scienceLawHistory

Abstract

fetched live from OpenAlex

This article discusses recent developments, including occupations and radical workers centers in the context of rank‐and‐file resistance and alternative organizing, and emerging challenges to union bureaucracies, in the current period in Canada's industrial heartland. Occupations provide a possibly crucial turning point in the working‐class response to capitalist economic crisis and in the formation and structure of working‐class organizing and struggle. In order to properly understand the development of occupations it is important to look at the present context of their emergence. This means situating occupations within the limiting practices of legal union structures. It also means, crucially, looking at the erosion of working‐class infrastructures of resistance, those institutions and spaces that have sustained struggles of the working classes and the oppressed, and situating occupations as part of broader attempts to renew those infrastructures. Infrastructures of resistance help people and communities to develop the capacities to sustain human struggles over time and place. They provide a basis for self‐directing these struggles strategically. They also allow for the crucial connection between local and immediate struggles and campaigns and broader and more thoroughgoing projects of contesting existing social structures. The article includes a discussion of attempts to (re)build infrastructures of resistance in Windsor, Ontario.

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)0.001
metaresearch head score (Gemma)0.002
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: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.104
Threshold uncertainty score0.754

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.003
Science and technology studies0.0230.008
Scholarly communication0.0050.001
Open science0.0010.003
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0050.000

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 head0.011
GPT teacher head0.256
Teacher spread0.245 · 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

Citations4
Published2010
Admission routes1
Has abstractyes

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