MétaCan
Menu
Back to cohort
Record W2568832491 · doi:10.17730/0888-4552.39.1.24

Applied Anthropology in Transitional Justice

2017· article· en· W2568832491 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
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

VenuePracticing Anthropology · 2017
Typearticle
Languageen
FieldSocial Sciences
TopicCambodian History and Society
Canadian institutionsnot available
Fundersnot available
KeywordsTransitional justiceCognitive dissonanceSociologyContext (archaeology)Human rightsEthnographyEconomic JusticeParticipatory action researchPolitical scienceLawAnthropologySocial psychologyPsychologyGeography

Abstract

fetched live from OpenAlex

The dissonance between local and global transitional justice imperatives has been the source of interdisciplinary debate with scholars highlighting the tensions between theory and practice. While researchers such as Sally Merry have discussed the human rights practitioner as a translator between global international human rights norms and local cultural understandings, little has been said regarding the potential for anthropologists to translate transitional justice between the state and survivors. This article demonstrates the need for applied anthropology in transitional justice models, illustrated with data drawn from the Canadian national transitional justice context. In this project, ethnographic data gathered from 2011–2014 is used to analyze the independent assessment process, or monetary reparations process. Using this example, I demonstrate a need for anthropological “translators” who can assess need, evaluate risk, and utilize a participatory action approach in transitional justice development.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.851
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0040.006
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.000

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 head0.058
GPT teacher head0.415
Teacher spread0.356 · 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