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Record W4386731864 · doi:10.52096/usbd.7.31.15

Yükseköğrenim Alanında Yapılan Çalışmaların Küresel Ölçekte İncelenmesi

2023· article· en· W4386731864 on OpenAlex
Bünyamin Özdemir

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueInternational Journal of Social Sciences · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicHigher Education Governance and Development
Canadian institutionsOlds College
Fundersnot available
KeywordsHigher educationInternationalizationProsperityInstitutionInternationalization of Higher EducationPoliticsLoyaltyElitePolitical sciencePublic relationsCompetition (biology)Social responsibilitySociologyPedagogySocial scienceBusinessLaw

Abstract

fetched live from OpenAlex

It is the responsibility of the higher education institution to tell the truth that nations show loyalty to each other, to value it, to ensure that it is expressed loudly and to educate its members in this way. In addition, the university has the responsibility to inform the community about different situations affecting political, economic and cultural developments in the international through teaching and research assistants. In order to achieve the goal of internationalization of higher education, there are steps that the higher education system in general, and the higher education institution in particular, should take and strategies that it conducts. University institutions that aim to be internationally recognized perceive internationalization as being in competition with the elite universities of the world to attract successful and bright promising students, researchers and famous faculty members to their universities. Since higher education institutions with increasing international characteristics will create a climate of social tolerance and dialogue, they will play a key role not only in terms of education policy, but also in terms of promoting universal prosperity and peace with respect to long-term effects and consequences. From these evaluations, it is understood that the internationalization of higher education is not only the academic aspect, but also the social and political aspect. Key Words: Higher Education, Global, Internationalization of Higher Education

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.393
Threshold uncertainty score0.661

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.000
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 head0.047
GPT teacher head0.421
Teacher spread0.374 · 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