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Record W4401276497 · doi:10.32674/jcihe.v16i3.6952

JCIHE: Vol. 16, Issue 3, Special Summer Issue Introduction

2024· article· en· W4401276497 on OpenAlexaboutno aff
Rosalind Latiner Raby

Bibliographic record

VenueJournal of Comparative & International Higher Education · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicHigher Education Governance and Development
Canadian institutionsnot available
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

The Effect of the Russia-Ukraine Conflict on International Mobility and Internationalization in Post-Soviet Eurasia and Beyond.As JCIHE continues to broaden our inclusion of articles from throughout the world, an emphasis on Post-Soviet Eurasia covers many different contexts of importance for mobility, internationalization, and partnerships.Issue 16(3) 2024 also includes five Independent Submissions on innovative topics that deepen the understanding of international and comparative higher education in countries around the world.The Summer Special Issue The Effect of the Russia-Ukraine Conflict on International Mobility and Internationalization in Post-Soviet Eurasia and Beyond has as the guest editor, Aliya Kuzhabekova, from University of Calgary, Canada.In this Special Issue, articles explore the geopolitical, educational, and internationalization impacts from the war in Ukraine.This crisis has had widespread disruptions in international higher education impacting international research collaborations, institutional partnership, and mobility flows for both in-bound and out-bound.Refugee mobility and immigration are another outcome of the crisis.As shown in the articles, the crisis impacts countries throughout post-Soviet Eurasia, neighboring countries, and those countries in Europe and North America that are receiving immigrants and refugees.JCIHE is an open access, independent, double-blinded peer-reviewed international journal publishing original contributions to the field of comparative and international higher education.The JCIHE is the official journal of the Comparative and International Education Society (CIES) Higher Education Special Interest Group (HESIG).The mission of the journal is to serve as a place to share new thinking on analysis, theory, policy, and practice, and to encourage reflective and critical thinking on issues that influence comparative and international higher education.JCIHE showcases new and diverse international research that uses rigorous methodology that focuses on theory, policy, practice, critical analysis, and development analysis of issues that influence higher education.JCIHE has as its core principles: a) comparative research; b) engagement with theory; and c) diverse voices in terms of authorship.

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 categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.516
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
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0320.001

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 head0.033
GPT teacher head0.401
Teacher spread0.368 · 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; both teacher heads agree on what is shown here.

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
Published2024
Admission routes1
Has abstractyes

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