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Record W7103663653

Worker Resistance in Digital Capitalism| Communication and Work From Below: The Role of Communication in Organizing Delivery Platform Workers

2023· article· en· W7103663653 on OpenAlexaff

Bibliographic record

VenueDOAJ (DOAJ: Directory of Open Access Journals) · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicDigital Economy and Work Transformation
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsWork (physics)Communication studiesResistance (ecology)Information and Communications TechnologyCommunications systemOrganizational communication
DOInot available

Abstract

fetched live from OpenAlex

This article analyzes the role of communication with delivery platform workers, drawing on research in the United Kingdom and Brazil. It discusses the relationship between communication and work from a Marxist perspective, the importance of communication “from below” among workers, and the contradictory role of communication. On the one hand, it enables the circulation of workers’ struggles as the first step of organizing. On the other hand, communication is just one of the dimensions of platform work, comprising one part of the new technical composition of work. We argue that this new technical composition repositions the role of communication to the center of the analysis once it creates an infrastructure of communication among workers that enables and shapes their struggles. From research data, the article analyzes three dimensions of communication in delivery platform work: communication at work; communication through social media; communication in struggle. It discusses the contradictory role of digital infrastructures in workers’ organization, arguing that delivery platform work creates a different relationship to power and communication from traditional industrial sectors.

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)0.003
metaresearch head score (Gemma)0.006
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.012
Threshold uncertainty score0.043

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0080.024
Scholarly communication0.0120.008
Open science0.0010.009
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0070.001

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 head0.109
GPT teacher head0.435
Teacher spread0.325 · 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
Published2023
Admission routes1
Has abstractyes

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