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Record W7011347446

Local Food, Scale and Conventionalization: Mid-scale Farms and the Governance of âLocal Beefâ Chains

2012· dissertation· en· W7011347446 on OpenAlexvenueaboutno aff

Bibliographic record

VenueLibrary and Archives Canada (Government of Canada) · 2012
Typedissertation
Languageen
FieldBusiness, Management and Accounting
TopicCorporate Social Responsibility and Sustainability
Canadian institutionsnot available
Fundersnot available
KeywordsCorporate governanceCommodityScale (ratio)Production (economics)Food systemsFood securityFood processing
DOInot available

Abstract

fetched live from OpenAlex

Media and consumer attention has propelled local food to prominence, and a significant price premium has signaled its potential as a value-added option for family farms looking to transition from commodity production. Many of these farms –entering an unfamiliar market– have been selling local food in groups, to share risks and investments. This strategy has introduced a scale of production and operations to the marketplace that could challenge some of the basic premises of the local food contract.\nThis research project was premised on the notion that the local food movement –dominated by small-scale production and direct marketing– appears to be governed by a set of principles that would be tested by the introduction of farms and farm groups of increasing scale. To understand the implications –for these farm families, local food marketing groups, and growing local food systems– this research sought to address whether these groups would adopt a more conventional approach to meet their needs, and fit their scale, or change their approach and practices to conform to the requirements and expectations established by the principles of governance that characterize local food systems.\n‘Local beef’ chains from across Ontario were selected to capture a range of operational and geographic scale. Interviews with farmers and coordinators investigated the extent to which scale –at farm and group level– affected motivations, as well as group governance decisions. \nThe research found that increased group scale limits the range of options available, and magnifies pressures towards conventionalization. Transition to larger scale favours governance based on surveillance and discipline, and suffers from lack of infrastructure that would facilitate mid-scale aggregation, distribution, and the development of bridging capital.\nFarmers who had direct input into decisions invested more time and effort, but also identified more strongly with their group. Farmers who marketed through larger-scale intermediary-led groups faced fewer costs, but were treated as commodity input suppliers, and were less engaged in the group’s success. Most farmers did not see these intermediary-led groups as a long-term solution, and looked instead to policy solutions, or other alternative marketing models – including smaller-scale regional intermediaries.

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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.812
Threshold uncertainty score0.997

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 head0.004
GPT teacher head0.154
Teacher spread0.150 · 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 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
Published2012
Admission routes2
Has abstractyes

Explore more

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