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Supermarket Expansion in <scp>T</scp>urkey: Shifting Relations of Food Provisioning

2012· article· en· W2127094755 on OpenAlexaff
Yıldı‌z Atasoy

Bibliographic record

VenueJournal of Agrarian Change · 2012
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicAgriculture, Land Use, Rural Development
Canadian institutionsSimon Fraser University
Fundersnot available
KeywordsBusinessRestructuringProvisioningSubsistence agricultureAgricultureCapital (architecture)Scale (ratio)Market economyIndustrial organizationEconomicsGeography

Abstract

fetched live from OpenAlex

This paper examines the shifting relations of food provisioning in T urkey as small producers are increasingly integrated into commercialized agri‐food supply chains led by supermarkets. T urkey's entry into a customs union with the E uropean U nion and a W orld B ank–imposed policy measure adopted during the 2001 economic crisis have greatly facilitated the process of market intensification in T urkish agriculture. There are two sides to this process: one concerns the historical centrality of small‐scale production directed towards local–regional consumers; the other relates to the dominant role played by supermarkets in changing the conditions of subsistence. The restructuring of wholesale markets and the privatization of formerly state‐led agricultural co‐operatives and producers' unions have been crucial for the expansion of supermarkets into agri‐food relationships. The competitive growth of Islamically oriented small and medium‐sized capital groups alongside large retailers is further deepening the commodification process in food relationships.

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)0.001
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 score0.093
Threshold uncertainty score0.193

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
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 head0.042
GPT teacher head0.224
Teacher spread0.182 · 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

Citations17
Published2012
Admission routes1
Has abstractyes

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