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Record W641731226 · doi:10.5206/tjr.2015.1.3.3

The Kenyan Truth, Justice and Reconciliation Commission

2015· article· en· W641731226 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.

venuePublished in a venue whose home country is Canada.
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

VenueTransitional justice review · 2015
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Peace and Security Dynamics
Canadian institutionsnot available
Fundersnot available
KeywordsCommissionKenyaEconomic JusticeProcess (computing)Political scienceLawComputer science

Abstract

fetched live from OpenAlex

Kenya's Truth, Justice and Reconciliation Commission (TJRC) presented its long-delayed final report to President Uhuru Kenyatta.In four thick volumes, the commission synthesized and interpreted information gathered over the past four years regarding gross human rights violations and historical injustices in Kenya.The Report presents damning indictments of the governments led by each of Kenya's first three presidents, Jomo Kenyatta, the current President's father, Daniel arap Moi, and Mwai Kibaki, finding individuals and organizations in each administration responsible for assassinations, mass human rights violations against groups and political opponents, as well as wide scale corruption and economic crimes.Furthermore, it documents "state sanctioned systematic discrimination" against women and girls. 2 It recommends prosecution of 32 named individuals; an additional 33 people should be banned from holding public office; and government should begin investigations into allegations against a further 229 individuals and 12 1 This paper is based on a paper presented at the International Studies Association Annual Convention in San Diego, CA in 2012.The author

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.944
Threshold uncertainty score0.565

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
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 head0.363
Teacher spread0.298 · 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