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Record W4415352016 · doi:10.31696/s086919080035819-7

Self-Segregation and Incorporation as a Means of Social and Economic Development: the Case of the Ethiopian Betä Ǝsra’el

2025· article· en· W4415352016 on OpenAlexaboutno aff
Ekaterina Gusarova

Bibliographic record

VenueVostok Afro-Aziatskie obshchestva istoriia i sovremennost · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicAfrican history and culture analysis
Canadian institutionsnot available
Fundersnot available
KeywordsEthnic groupState (computer science)HistoriographyQuarter (Canadian coin)Field (mathematics)Race (biology)Social classRuling classClass (philosophy)

Abstract

fetched live from OpenAlex

Ethiopia is one of the most ethnically heterogeneous countries of the African continent. The overwhelming majority of its peoples have no literary tradition of their own. As a result, their lifestyle, manners and customs can be examined through field researches with only few exceptions. In this connection the Amhara and the Təgräy ethnic groups, who constitute the ruling class of the Christian state of Ethiopia, and at least one more people, viz. the Betä Ǝsra’el (the so-called ‘Ethiopian Jews’ or Falasha), are of particular interest, since all of them are more or less well represented in traditional Ethiopian historiography and have conserved their proper generational memory. The self-consciousness of the Betä Ǝsra’el revealed through the lens of written and oral tradition exerts its influence on patterns of their behavior in the changing world. Archaic backgrounds of their existence, especially their origin myths, were often left on the surface throughout different recorded periods of their existence and they remained aliens in Ethiopian society. The process of the alternate self-segregation and incorporation of the Betä Ǝsra’el within the Ethiopian state and the resulting social changes in the life of the people (both positive and negative) that occurred are demonstrated in the frame of the present research. The struggle for self-identity and recognition of the Betä Ǝsra’el as the descendants of the King Solomon’s noblemen is still in progress, even in Israel where they managed to move almost totally in the last quarter of the 20th century.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.012
Threshold uncertainty score0.032

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0120.010
Scholarly communication0.0060.002
Open science0.0010.004
Research integrity0.0020.002
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 head0.015
GPT teacher head0.268
Teacher spread0.253 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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

Citations0
Published2025
Admission routes1
Has abstractyes

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