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Record W3206186193 · doi:10.82308/54319

Enduring unfreedom: law and the state in Trinidadian sugar production

2011· dissertation· en· W3206186193 on OpenAlexfundno aff
Adrian A. Smith

Bibliographic record

VenueeScholarship@McGill (McGill) · 2011
Typedissertation
Languageen
FieldSocial Sciences
TopicCaribbean history, culture, and politics
Canadian institutionsnot available
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsProduction (economics)State (computer science)SugarLawLaw and economicsPolitical scienceSociologyEconomicsComputer scienceBiologyFood scienceMicroeconomicsAlgorithm

Abstract

fetched live from OpenAlex

In the context of sugar production in Trinidad, the dissertation examines the role of law and the state in the incorporation of unfree labour during the colonial and early post-colonial period. In orienting the analytical focus to account for the human agency and resistance of sugar workers, the dissertation finds that law and the state channel worker opposition into processes or pathways of exit. These exit processes mediate the shifts within, and transitions between, unfree labour regimes. Three key observations emerge from the historical analysis. First, the "mobilize to immobilize" dynamic, which describes how legal regimes tightly structured the movement and relocation of unfree sugar workers, represents a broad and generalizable phenomenon. Second, the "pathways to exit" illustrate the ways that law channels opposition and shapes expectations. Third, the recurring demands of "recruitment" and "retention" made by owners, demonstrates how aggregated capital's need for labour power extraction is internalized within and facilitated by the state. In constituting the conditions and relations of unfree labour, law and the state render unfree labour an enduring (if strategic) feature of capitalism.

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 score0.449
Threshold uncertainty score0.894

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0080.016
Scholarly communication0.0060.002
Open science0.0010.004
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0030.000

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 head0.021
GPT teacher head0.250
Teacher spread0.229 · 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

Citations0
Published2011
Admission routes1
Has abstractyes

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