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Record W7043013956

Shifting into “Neutral”: Evaluating Mediation as a Peaceful Alternative to the Forceful Resolution of the 2022 Canada–Freedom Convoy Dispute

2023· article· en· W7043013956 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenuePepperdine Digital Commons (Pepperdine University) · 2023
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicDispute Resolution and Class Actions
Canadian institutionsnot available
Fundersnot available
KeywordsMediationGovernment (linguistics)Argument (complex analysis)Alternative dispute resolutionParty-directed mediationDispute resolutionDispute mechanismPublic policy
DOInot available

Abstract

fetched live from OpenAlex

In early 2022, the Canadian government found itself confronted by a group of truck drivers—in what came to be known as the “Freedom Convoy”—protesting government-imposed restrictions related to the COVID-19 pandemic. This article evaluates how mediation could—and should—have been used as an effective means for the government and protestors to resolve their dispute. It begins by defining the government health and safety measures that prompted the protests and describing the ensuing protest movement by the Freedom Convoy. The article then discusses the protest’s implications on commerce and on the communities where it was located. Next, the article describes the unilateral approach the Canadian government took to shutting the protests down by force. The article then explores some of the general benefits of mediation as a dispute resolution process, and argues that mediation could have been used to avoid some of the consequences of the Canadian government’s retaliation to the Freedom Convoy protest. To demonstrate the potential benefits of the proposed mediation, that such a mediation could have been successful, and that a procedure exists that an appointed mediator could have followed, the article compares the proposed mediation to two well-established types of mediation: public policy mediation and labor–management mediation. The article goes on to address counterarguments by acknowledging some potential benefits of the government’s unilateral approach, but maintains that mediation could have achieved those benefits as well, particularly an expedient return to the flow of commerce. Finally, the article pushes back on the argument that a “failed mediation” would have been a waste of time, as even mediations with no agreements can bring some satisfaction to the parties involved. The article does not attempt to advocate for what the results of such a mediation should have been.

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.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.654
Threshold uncertainty score0.942

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.004
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0010.001
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 head0.017
GPT teacher head0.229
Teacher spread0.212 · 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