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Record W3131381003 · doi:10.1111/joac.12416

The subversive practice of counting bodies: Documenting violence and conflict in rural Brazil

2021· article· en· W3131381003 on OpenAlexaff
Ricardo Barbosa, João Henrique Ribeiro Roriz

Bibliographic record

VenueJournal of Agrarian Change · 2021
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicAgriculture, Land Use, Rural Development
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsCommissionState (computer science)Agrarian societyResistance (ecology)Rural areaPolitical sciencePublishingSociologyPublic administrationPublic relationsSocial scienceAgricultureLawGeography

Abstract

fetched live from OpenAlex

Abstract This paper appraises Pastoral Land Commission's (CPT) practice of documenting the violence and conflict that has taken place in the Brazilian countryside since 1975. Based on 10 interviews with CPT National members and other primary sources, the paper conceptually explores the organisations' subversive practice of compiling and publishing data on this type of violence, hence producing emancipatory knowledge that supports progressive agrarian change. Although the state benefits from having such knowledge obscured, CPT's efforts shine a light on conflicts in the countryside and frame them as such. Documenting as a technology of resistance has been crucial for Brazilian social movements and scholar‐activists and has significant potential for reproduction elsewhere.

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 score0.541
Threshold uncertainty score0.130

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 head0.020
GPT teacher head0.247
Teacher spread0.227 · 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

Citations13
Published2021
Admission routes1
Has abstractyes

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