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Record W3041576000 · doi:10.1111/dech.12605

Situating Political Agronomy: The Knowledge Politics of Hybrid Rice in India and Uganda

2020· article· en· W3041576000 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

fundA Canadian funder is recorded on the work.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueDevelopment and Change · 2020
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicAgriculture, Land Use, Rural Development
Canadian institutionsnot available
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsPoliticsAgrarian societyUnintended consequencesScope (computer science)Green RevolutionPromotion (chess)AgriculturePolitical scienceSociologyPolitical economyBiologyEcology

Abstract

fetched live from OpenAlex

ABSTRACT The emergence of ‘political agronomy’ — a research agenda that interrogates the knowledge politics through which agronomic debates are constructed, shaped and contested — has added a new and important tool for the analysis of agricultural research and policy making in development contexts. This article seeks to advance the scope of political agronomy by providing an enhanced framework to link the analysis of agronomic knowledge production to the study of new agricultural technologies in practice. Using case studies of hybrid rice promotion in southern India and western Uganda, the article illustrates the power relations and unanticipated outcomes that accompanied the translation of agronomic research into agrarian settings characterized by pronounced social polarization and marked environmental transformations. These case studies affirm how the starkly uneven outcomes of technological change refract back into the politics of agronomic research and extension as both researchers and policy makers react to the unintended impacts of previous interventions when designing future agendas.

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.

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 score0.392
Threshold uncertainty score0.177

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 head0.044
GPT teacher head0.224
Teacher spread0.180 · 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