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Record W3095436233 · doi:10.31489/2020ped3/6-11

To the issue on the capacity building for internationalization of higher technical education

2020· article· en· W3095436233 on OpenAlexaboutno aff
Damira Jantassova, C Deveraux

Bibliographic record

VenueBulletin of the Karaganda University Pedagogy series · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicHigher Education Learning Practices
Canadian institutionsnot available
Fundersnot available
KeywordsInternationalizationHigher educationGlobalizationInternationalization of Higher EducationProcess (computing)Political scienceWork (physics)Engineering ethicsSociologyBusinessPublic relationsEngineeringComputer scienceInternational trade

Abstract

fetched live from OpenAlex

The internationalization of education creates new opportunities for higher education institutions, increases the availability and implementation of innovative methods in higher education systems. The article covers the development of the internationalization potential of higher technical education.Current study was carried out as part of the project «Development of the potential of internationalization of a technical university through digital learning technologies», approved by priority «Scientific Foundations of Mingilik El (21st Century Education, Fundamental and Applied Studies in the Humanities)» on grant funding for young scientists in the years 2020 to 2022.The author defined the concept of «internationalization», presented the purpose, scientific methods and potential of the project, examined the main directions of development of this process in the framework of the experience in Nazarbayev University, Canadian and Russian experience in constructing the framework for conceptualizing the development of internationalization.The initial analysis of the studied works on the internationalization of higher education showed problems in the results of the international activity of national and foreign practice and the lack of work to build the capacity of internationalization of technical universities.Much interest had been generated from the research on globalization and the internationalization of higher education through the prism of computer technology, which have proved to be a limited number.

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)0.000
metaresearch head score (Gemma)0.001
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: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.819
Threshold uncertainty score0.779

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
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 head0.042
GPT teacher head0.338
Teacher spread0.296 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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
Published2020
Admission routes1
Has abstractyes

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