MétaCan
Menu
Back to cohort
Record W3135828511

Uneven Transformation of Traditional Agricultural Producers into Hybrid Peasant-Entrepreneurs through Social Media

2021· article· en· W3135828511 on OpenAlexvenueno aff
Ozan Hovardaoğlu, Seda Çalışır-Hovardaoglu

Bibliographic record

VenueJournal of rural and community development · 2021
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicCOVID-19 Pandemic Impacts
Canadian institutionsnot available
Fundersnot available
KeywordsPeasantInformation and Communications TechnologyBusinessProduction (economics)The InternetAgricultureSocial mediaSocial capitalCapital (architecture)Economic growthMarketingEconomicsPolitical scienceSociologySocial scienceGeography
DOInot available

Abstract

fetched live from OpenAlex

The role and importance of Information and Communication Technologies (ICT) in agricultural production and rural development have been gradually increasing. Internet usage has rapidly been becoming an important part of the farmers’ daily lives globally and in Turkey. Even though the literature on ICT usage in rural areas and farmers has also been growing, certain influences have remained underresearched. To contribute to the literature that aims to fulfill this gap, this study aims at finding answers for three main questions. The first question examines the extent to which ICT in general and the internet in particular are used by the peasant farmers whose main economic activity is traditionally agricultural production. The second question explores the internet usage purposes of them, and the third question investigates in-depth the farmers’ social media usage as e-commerce platforms by focusing on the market coverage, customer characteristics, and its influences on farmers’ production, capital accumulation, and labor force relations. We conducted 297 open-ended questionnaires for the first question, 198 for the second, and 23 semi-structured interviews for the third with participants from randomly selected villages located in the Province of Kayseri in Turkey. Our study finds that social media provides farmers with opportunities of alternative markets. They paved themselves a new way of economic survival, which triggered an uneven emergence of hybrid peasant-entrepreneurs who are neither peasants nor entrepreneurs but rather seem to be stuck in between. They hold on to their lands and operate their family farms but tend to maintain their traditional production relations. Their production relies on unpaid family workers, and the traditional dominance of the family over production and accumulation relations still remains. We also find that this hybrid adaptation paves the way for uneven development in rural settlements that are located within the proximate areas of regional cities. Keywords: social media; agricultural production; hybrid peasant-entrepreneurs; uneven rural development; Turkey

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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.852
Threshold uncertainty score0.384

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 communication0.0000.000
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 head0.066
GPT teacher head0.245
Teacher spread0.178 · 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

Citations3
Published2021
Admission routes1
Has abstractyes

Explore more

Same venueJournal of rural and community developmentSame topicCOVID-19 Pandemic ImpactsFrench-language works237,207