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Record W4386251262 · doi:10.17645/pag.v11i3.6833

“Can You Complete Your Delivery?” Comparing Canadian and European Union Legal Statuses of Platform Workers

2023· article· en· W4386251262 on OpenAlexaffabout
Raoul Gebert

Bibliographic record

VenuePolitics and Governance · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicDigital Economy and Work Transformation
Canadian institutionsUniversité de Sherbrooke
FundersEuropean Commission
KeywordsDirectiveEuropean unionCollective bargainingLabour lawPolitical scienceWork (physics)Dimension (graph theory)European commissionTrade unionCommissionPublic administrationBusinessLabour economicsEconomicsEconomic policyLawEngineering

Abstract

fetched live from OpenAlex

In December 2021, the European Commission proposed a directive creating five criteria for the presumed classification of platform economy workers as salaried employees. The issue is timely, of course, as the digital organisation of work continues to grow rapidly. Our article contrasts the merits and limitations of this initiative to the Canadian experience concerning so-called independent contractors in the platform economy. In fact, Canadian labour law has long recognised a third status of workers—dependent contractors. It permits collective bargaining, while platform workers remain autonomous, notably for tax purposes. Immediately, the striking similarities between the European Union’s five criteria and judicial tests applied by Canadian labour tribunals seem to indicate that both entities are moving in the same direction. However, the federal structure of labour law in Canada and the single market’s social dimension also pose important challenges regarding the uniform implementation of new protections. Based on recent fieldwork in Toronto, and as the European Union directive moves into the approval and implementation stages, our article addresses the research question of how basic labour rights in the platform economy progress similarly (or differently), and which actors are driving the change on each side of the Atlantic. We argue that this policy field provides labour market actors with opportunities for “institutional experimentation” navigating the openings and limitations of federalism.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.819
Threshold uncertainty score0.681

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.039
GPT teacher head0.249
Teacher spread0.210 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
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

Citations3
Published2023
Admission routes2
Has abstractyes

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