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Record W7084683495

Przyczyny wymierania grup etnicznych Nowego Świata

2025· article· en· W7084683495 on OpenAlexaboutno aff

Bibliographic record

VenueDOAJ (DOAJ: Directory of Open Access Journals) · 2025
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicNatural Resources and Economic Development
Canadian institutionsnot available
Fundersnot available
KeywordsEthnic groupPoliticsExtinction (optical mineralogy)DemocracyCultural diversity
DOInot available

Abstract

fetched live from OpenAlex

The article presents the second part of the results of a study on the causes of the extinction or assimilation of ethnic groups of the so-called “new world” that took place after 1924, i.e. in the last 100 years. A method of systematic cataloguing of scientific literature, mainly ethnographic, historical, linguistic and political science, was used to collect all the causes, and, in the absence of availability of such, media reports were drawn upon. The fact that the extinction of ethnic groups has greatly accelerated in the past three decades was noted. Perhaps surprisingly, the extinction was noted mainly in the democratic states of the so-called “new world”, which are regarded as protecting the rights of minorities: the United States, Australia, Canada and others (see the first part, volume 50). More than 100 extinct peoples in 100 years is not a good prognosis for the struggling survival of numerically small ethnic groups, of which there are many. All catalogued cases are shown on a world map and the main causes of their extinction are listed, ranked from most common to individual. Preventing these causes can save the world from reducing the cultural and genetic diversity of mankind.

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 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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Scholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.271
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0020.002
Open science0.0040.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0200.000

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 head0.246
GPT teacher head0.506
Teacher spread0.261 · 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 teacher head, not a consensus.

Study designObservational
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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