MétaCan
Menu
Back to cohort
Record W6931522297 · doi:10.5281/zenodo.8056565

The Role of NATO in Serbia-Kosovo Crisis, 826 C.E. - 2023 What is the West specifically invested in?

2023· article· en· W6931522297 on OpenAlexaboutno aff

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2023
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicSkin and Cellular Biology Research
Canadian institutionsnot available
Fundersnot available
KeywordsRacializationNorth Atlantic TreatyConstruct (python library)Race (biology)TreatyHuman rightsRacism

Abstract

fetched live from OpenAlex

This article delves into the pivotal role played by the North Atlantic Treaty Organization (NATO) in maintaining peace and stability in the Balkans. Despite NATO's historical significance, persistent tensions and disputes between Serbia and Kosovo pose ongoing challenges to regional stability. This article examines the potential of NATO to defuse the Serbia-Kosovo crisis and facilitate a sustainable resolution. Furthermore, this study introduces a tertiary model that considers the intersection of race as a social construct, shaping the support extended by Western nations towards populations that share a racialization construct with them. Notably, countries with colonial histories such as the United Kingdom, the United States, and Canada often incorporate racial parameters in their approach to human rights. Mere acknowledgment of past wrongs is insufficient; as emphasized by Nikole Hannah-Jones in The 1619 Project (2020), it is imperative to actively rectify these injustices. This research emphasizes that Bosnian, Kosovar, and Palestinian individuals are fundamentally human beings, irrespective of their religious beliefs. The level of support provided by the West to Bosnia and Kosovo should be matched, if not surpassed, in Palestine. It calls for the rejection of societal constructs that employ race as a metric for measuring collective humanity. Failing to treat one another as equals, primarily as fellow human beings, risks regression and stagnation. Lastly, for those who claim that societal issues are not always about race, it is vital to recognize the perpetual influence of race throughout history. By examining the role of NATO in the Serbia-Kosovo crisis and exploring the racial dynamics underlying Western support, this article provides valuable insights into promoting a sustainable resolution. It advocates for a holistic approach that transcends racial boundaries and prioritizes human dignity and equality. Understanding these dynamics contributes to a more comprehensive understanding of conflicts and paves the way for effective strategies that address the root causes of instability, fostering a more just and inclusive global society.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient 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 score0.741
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.001

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 head0.021
GPT teacher head0.251
Teacher spread0.230 · 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 designNot applicable
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
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueZenodo (CERN European Organization for Nuclear Research)Same topicSkin and Cellular Biology ResearchFrench-language works237,207