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Record W7132865761

Legal Silence, Worker Suffering: Law, Electronic Workplace Surveillance, and Amazon Warehouse Worker Injuries in Ontario

2025· dissertation· W7132865761 on OpenAlexaboutno aff
Jennifer Riccio

Bibliographic record

VenueTSpace · 2025
Typedissertation
Language
FieldSocial Sciences
TopicDigital Economy and Work Transformation
Canadian institutionsnot available
Fundersnot available
KeywordsAmazon rainforestWarehouseProductivityOccupational safety and healthWorkers' compensationWork (physics)
DOInot available

Abstract

fetched live from OpenAlex

In the American and Canadian warehouses of the e-commerce giant Amazon, electronic workplace surveillance (“EWS”) technologies permit the unprecedented quantification and datafication of worker activity, enabling the setting and enforcing of unsafe productivity ‘quotas’ that lead to serious occupational injuries for warehouse workers. In this paper, I consider the roleof Canadian law – namely, the employment, privacy, and occupational health and safety legal regimes in the province of Ontario – in enabling, and in potentially constraining, this phenomenon in Ontario’s Amazon warehouses. In doing so, I identify the ‘legal silence’ that shapes the lived experiences of Amazon warehouse workers in Ontario; contribute to the emerging theorization, particularly from a legal perspective, of EWS as a factor impacting workers’ physical health; and propose legal reforms that would improve the safety and well-being of Amazon warehouse workers – and other similarly-situated workers – across the province.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Scholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.754
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0010.002
Open science0.0010.000
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0010.000

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 head0.009
GPT teacher head0.276
Teacher spread0.266 · 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
Published2025
Admission routes1
Has abstractyes

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