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Record W7078762723 · doi:10.60787/aasd.vol3no1.81

AN APPRAISAL OF THIRTY YEARS AFTER THE RWANDA GENOCIDE (1994-2024): LESSONS FROM HISTORY

2025· article· en· W7078762723 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

VenueAfrischolar Discovery · 2025
Typearticle
Languageen
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsnot available
Fundersnot available
KeywordsGenocideEthnic groupLeagueSpanish Civil WarMandateQuarter (Canadian coin)Ethnic conflictFrontier

Abstract

fetched live from OpenAlex

April 6, 2024 marked thirty years after the crisis in Rwanda always termed genocide. It was the climax of an existing conflict and civil war that had taken place in the country, since 1990. It was an ethnic based crisis that resulted in an unprecedented massacre in the last quarter of the 20th century. The country is in East Africa and also a member of the East African community (EAC). Between 1894 - 1918 Rwanda and Burundi were administered by the Germans. After the First World War the area was administered by Belgium under the mandate system of the League of Nations. Rwanda became independent in July 1962 following a revolution that took place between the two dominant and opposing ethnic groups, the Hutu and Tutsi. This study found out that ethnic minority and majority syndrome between dominant ethnic groups actually ignited the the genocide that devastated the entire country. This research uses historical narrative approach to bring to the fore the history of the crisis, thirty years after. The study proffered lessons that multiethnic societies can learn from the genocide.

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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.429
Threshold uncertainty score0.470

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 communication0.0000.001
Open science0.0010.000
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 head0.012
GPT teacher head0.255
Teacher spread0.243 · 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