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Record W7110654132

DIPL 2101 AA Ethnopolitical Landscapes

2025· article· W7110654132 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

VenueSeton Hall University eRepository (Seton Hall University) · 2025
Typearticle
Language
FieldSocial Sciences
TopicBalkans: History, Politics, Society
Canadian institutionsnot available
Fundersnot available
KeywordsPluralism (philosophy)MulticulturalismPoliticsEthnic groupCultural diversityContext (archaeology)Salient
DOInot available

Abstract

fetched live from OpenAlex

This course surveys the politics of cultural and ethnic/national pluralism, understood mainly in terms of the cultural, linguistic, religious diversity that shape the contemporary world, and their impact on the international system and the practice of international relations. It focuses on the salient issues that have taken center stage after the end of the Cold War, and deals with issues related to the rise of politicized ethnicity and other cultural cleavages around the world. The course includes examination of the possible factors that contributed to the rise of ethnic, religious, linguistic and other parochial attachments, and the accompanying political meanings they assume. In addition, theories/approaches/perspectives/schools that purport to explain ethnic/national group solidarities will be briefly introduced. Towards the end of the semester, formulas for accommodation of cultural pluralism in multi-ethnic societies will be explored. The course will cover some important cases in greater detail: Quebec, Serbia and Croatia (Former Yugoslavia), "Kurdistan" (Iraq), and Quebec (Canada). These cases have been selected for various reasons, including: (1) Representativeness: taken together, the cases are broadly representative of current ethno-nationalist currents around the world. (2) Currency: each case may be understood in the context of the emerging New World Order and global governance. That is, each has been affected by post-Cold War developments. (3) Contrast: Canada has so far managed issues related to its multiculturalism in a civil way. However, in the remaining cases - Iraq, the former Yugoslavia, and Ukraine -- the ethnic/national conflicts have been violent, and the prevailing cultural divide have resulted in problems of mammoth proportions. In addition, students in the course will have the opportunity to explore other cases in-depth through research of different cases. The instructor will assign cases to groups of three students to conduct a detailed study on the nature, evolution, causes, dynamics, actors, and attempted resolution mechanisms of each of the cases. The course will conclude with student PPT presentation of research findings and submission of a term paper. To this end, the course examines national and ethnic identities around the globe and their impact on the human condition. The instructor hopes that, by the time the course topics are covered, each student will have developed increased interest in the study of cultural pluralism and an appreciation of the extent to which ethnicity and nationalism have become salient in national and international politics at the beginning of the 2ist 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.

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 categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.884
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.002
Meta-epidemiology (broad)0.0020.002
Bibliometrics0.0020.003
Science and technology studies0.0060.005
Scholarly communication0.0000.002
Open science0.0040.002
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0010.000

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 head0.235
Teacher spread0.223 · 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