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Record W4385256239 · doi:10.1080/18918131.2023.2229697

Collective Legal Mobilisation: Exploring Class Actions in Sweden and Canada

2023· article· en· W4385256239 on OpenAlexaboutno aff
Michael Molavi

Bibliographic record

VenueNordic Journal of Human Rights · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicLabor Movements and Unions
Canadian institutionsnot available
Fundersnot available
KeywordsPolitical scienceClass (philosophy)Political economySociologyLawGender studiesCriminologyLaw and economicsEpistemology

Abstract

fetched live from OpenAlex

Although a wide range of activities constitute legal mobilisation, a long-standing area of neglect in this research tradition has concerned the role of collective or aggregative mechanisms such as class actions, particularly outside the American context. This essay situates class actions in the legal mobilisation research tradition, drawing on insights from the two comparator regimes of Canada and Sweden, and offers a critical exploratory account of their role in facilitating collective legal mobilisation. The first section establishes the theoretical foundations for incorporating class actions into the tradition, exploring the main approaches to conceptualising legal mobilisation and identifying ways in which this incorporation expands and contributes to conventional approaches. The second section undertakes a comparative analysis with a focus on key design points and legal opportunity structures that promote or hinder collective legal mobilisation. Finally, the third section explores new and future trajectories of research, with a focus on benefits of comparative sociology of law and a critical orientation towards the promises and perils of collective legal mobilisation.

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)0.008
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 score0.168
Threshold uncertainty score0.965

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.008
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0070.011
Science and technology studies0.0380.018
Scholarly communication0.0160.003
Open science0.0030.010
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0040.000

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 head0.076
GPT teacher head0.326
Teacher spread0.250 · 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
Published2023
Admission routes1
Has abstractyes

Explore more

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