MétaCan
Menu
Back to cohort
Record W6904751917 · doi:10.14288/1.0431364

Agricultural planning, justice, and municipal governance : an examination of planning conflicts, pluralism, and complexity in southwestern British Columbia, Canada

2023· article· en· W6904751917 on OpenAlexaboutno aff

Bibliographic record

VenuecIRcle (University of British Columbia) · 2023
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicRural development and sustainability
Canadian institutionsnot available
Fundersnot available
KeywordsAgricultureGovernment (linguistics)Land-use planningCorporate governancePoliticsLocal governmentAgricultural landEconomic JusticeUrban agriculture

Abstract

fetched live from OpenAlex

Since the late 1980s, national and sub-national levels of government in North America have increasingly devolved responsibilities for agricultural planning to local governments. Local government control of farmland and farming through planning and policy tools, unequally distribute benefits and harms among impacted parties (e.g., farmers, Indigenous peoples, farmworkers). Additionally, municipal agricultural planning has the potential to contribute to food justice outcomes. This dissertation examines the role of municipal agricultural governance in achieving food justice through an interdisciplinary qualitative case study conducted in Southwestern British Columbia (BC), Canada. Three substantive dissertation chapters examine this role in food justice. Chapter 2 explores the capacity of municipal governments in Metro Vancouver to govern diverse agricultural systems, characterizing practices that constitute agricultural planning. This chapter shows that the municipal governing system simplifies the agricultural system resulting in disconnected from multiple scales of planning action. Chapter 3 examines representation and engagement of impacted agricultural stakeholders in local planning processes. Applying a justice framework, I show how municipal agricultural planning processes exacerbate injustices in participation, representation, and engagement. In Chapter 4, I analyse land use conflicts in Richmond, Canada showing the politics of land use planning results in debates around farmland uses, place-based identities, and which agricultural stakeholders should be privileged. This chapter describes how political mobilization, by agricultural stakeholders, can shift decision-makers’ stances on who to support with planning policies and legislation. Chapter 5 describes a collaborative research project with the Province of BC addressing a gap in agricultural planning education by developing an introductory agricultural planning course. The overall dissertation findings suggest that in this region, the municipal governing system is at odds with an agricultural system oriented towards justice. Local government approaches to agricultural planning are involved in the creation of privileged agricultural subjects which are, in turn, influenced by the politics of planning and participation in formal planning processes. The findings challenge normative conceptions of municipal governance and agricultural planning as technical and value-neutral exercises. Rather, agricultural planning, in contexts of complexity, requires the development of planning tools that contribute to equitable food systems.

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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.153
Threshold uncertainty score0.375

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 head0.024
GPT teacher head0.197
Teacher spread0.173 · 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
Published2023
Admission routes1
Has abstractyes

Explore more

Same venuecIRcle (University of British Columbia)Same topicRural development and sustainabilityFrench-language works237,207