The phenomenon of "global education space" as an object of scientific-pedagogical research
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.
Bibliographic record
Abstract
ABSTRACT The characteristics of global education space as a social idea of creating a system of measures to ensure the right for education to any individual as well as its converting, that is recognition regardless of the nationality and country of study; and as a specific area of human activity, which forms the internal and external environment for individual development; and as a product of a developing educational thought, the semantic side of which contains the universal interests in education, have been represented. Global education space has been defined as a part of the global social space that brings together business and education facilities within the Earth coordinates to represent the institutional forms of education and informal structures that are directly or indirectly involved in this process and, secondly, educational products (concepts, educational standards, teaching of traditional and innovative type), reflecting the goals, values, principles, content and other information about education, and examines the interaction and influence on education rights. Global education space is developed in parallel with the development of the world economy and has center-peripheral structure. To our mind, Australia, UK, Canada and the United States which we selected to make a detailed analysis in the study of trends in transnational higher education on a number of key features, belong to the “center” of global education space.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it