Planning for Sustainable Development through the Integration of Pedagogical and Psychological Technologies for Language Learning in the Context of Digitalization
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
The main purpose of the article is to model the integration of advanced education into strategic planning for the sustainable development of a particular region with pedagogical optimizations.The object of the research is the system of sustainable development of one the region and they education system.The modern methodology of modeling was applied to achieve the set goal.A basic integrated model of the introduction advanced education into the system of sustainable development of a single region was formed.Each of its stages and processes is detailed.Additional integrated models have been developed to characterize each stage of ensuring sustainable development with modern technologies of advanced education.The results of the study made it possible to ensure the sustainable development of education in the region through the proposed stages and processes according to the model.Further research should be devoted to the analysis of the results obtained as a result of the integration of advanced education for its improvement.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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