MétaCan
Menu
Back to cohort
Record W3161511878 · doi:10.1093/jhuman/huab005

Interpreting the Human Rights Field: A Conversation

2021· article· en· W3161511878 on OpenAlex
Laura Kunreuther, Shiva Acharya, Ann Hunkins, Sachchi Ghimire Karki, Hikmat Khadka, Loknath Sangroula, Mark Turin, Laurie Vasily

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueJournal of Human Rights Practice · 2021
Typearticle
Languageen
FieldHealth Professions
TopicInterpreting and Communication in Healthcare
Canadian institutionsUniversity of British Columbia
FundersWenner-Gren Foundation
KeywordsConversationHuman rightsInterpreterField (mathematics)BureaucracySociologyPolitical scienceLawPoliticsCommunicationComputer science

Abstract

fetched live from OpenAlex

Abstract This article takes the form of a conversation between an anthropologist and seven interpreters who worked for the UN Office of the High Commissioner for Human Rights (OHCHR) during its mission in Nepal (2005–2011). As any human rights or humanitarian worker knows quite well, an interpreter is essential to any field mission; they are typically the means by which ‘internationals’ are able to speak to any local person. Interpreters make it possible for local events to be transformed into a globally legible register of human rights abuses or cases. Field interpreters are therefore crucial to realizing the global ambitions of any bureaucracy like the UN. Yet rarely do human rights officers or academics (outside of translation studies) hear from interpreters themselves about their experience in the field. This conversation is an attempt to bridge this lacuna directly, in the hope that human rights practitioners and academics might benefit from thinking more deeply about the people upon whom our knowledge often depends.

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)0.003
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.791
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0040.000
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0020.000

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 head0.063
GPT teacher head0.479
Teacher spread0.416 · 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