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Record W7065915149

Farming in the Free Market: The Impact of the Dismantling of the Canadian Wheat Board on the Mental Health and Well-Being of Oil and Grain Seed Farmers in Saskatchewan

2024· other· en· W7065915149 on OpenAlexaffabout

Bibliographic record

VenueYork University Digital Library (York University) · 2024
Typeother
Languageen
Field
Topic
Canadian institutionsYork University
Fundersnot available
KeywordsPoliticsAgricultureMaterialismOpposition (politics)IdeologyIntensive farmingPerceptionDiversification (marketing strategy)Monopoly
DOInot available

Abstract

fetched live from OpenAlex

The Harper Government's dismantling of the Canadian Wheat Board’s (CWB) marketing monopoly in 2012 can be understood as part of a broader political project to liberalize Canada’s agriculture sector. While this policy shift has transformed Canada’s position within the global economic system, the impact it has had on small and mid-sized farmers in the grain sector is largely unknown, particularly with regards to mental health and well-being. The purpose of this research was to examine the social, political and economic impacts that removing the CWB has had on the lives of grain and oilseed farmers in Western Canada. This research’s methodology relies on both the ontological and epistemological assumptions of critical realism and employs a critical materialist political economy framework. A total of 29 semi-structured, open-ended interviews were included for this research study, including 17 Saskatchewan grain farmers and 12 individuals classified as relevant informants. This research found that the dissolution of the CWB had a tremendous impact on both farmers and their communities. The loss of the CWB likely exacerbated inequalities between farms, hastening the consolidation of farmland and contributing to rural depopulation. The issue of the CWB was also found to be highly divisive. A majority of farmers expressed either strong support or opposition to CWB, reflecting ideologically informed beliefs with regards to the benefits of collective marketing versus the marketing freedom respectively. For the most part, perceptions of farming post-CWB differed between these groups. Opponents of the CWB reported less overall stress with regards to grain marketing compared with CWB supporters. Perceptions of market competition, control, and transparency also varied with ideological views; CWB opponents generally believed they had greater control over their operations, faced adequate competition, and saw the current system as more transparent compared with CWB supporters. Farmers in both groups, however, identified corporate concentration and lack of adequate competition in the grain sector a major concern and source of stress. Given that the CWB remains highly divisive, solutions to improving farmer market power and thus reducing farmer stressors with regards to marketing may rest on reducing corporate power and concentration through legislation rather than reinstating a single desk marketing board, although that is an option that should be seriously considered as well.

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)0.002
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.056
Threshold uncertainty score0.408

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0160.009
Scholarly communication0.0030.001
Open science0.0010.003
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0030.000

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 head0.006
GPT teacher head0.173
Teacher spread0.167 · 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 designObservational
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
Published2024
Admission routes2
Has abstractyes

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