The Model of the Formation of Professional Training of Future Social Pedagogy Teachers in the Conditions of the University
Bibliographic record
Abstract
Scientific and technical progress in era of globalization, as well as socio-economic changes occurring in the global world requires the enhancement in the field of science, education, and culture also lead to the innovations on pedagogical science, modern school, and the development of the teacher personality. The school faces the task of forming a comprehensive and harmoniously developed personality. Along with this, the vocational orientation of the student's personality already at the school level becomes most relevant, especially with the introduction of a 12-year education at school. Among all above mentioned, a special place is given to a social pedagogue's personality, since his professional activity acquires qualitatively new characteristics. Social pedagogue is a link between the school and other institutions, between parents and students, and can carry out their work in multifunctional areas such as socio-pedagogical, psychological-pedagogical, socio-legal and socio-economic sphere. Social pedagogue should also assist students in the professional orientation to develop themselves in competitive environment. This research aims to analyze the formation of professional training of future social pedagogy teachers in the conditions of the University. And in order to achieve this goal to do some tasks. We need to describe the process of professional training of teachers and do research on its condition at the university level. All these areas contain various aspects of the activity, and the preparation of future social teachers at the university level should be systematic, practice-oriented, and carried out at the very early stages of preparation at the University. Accordingly, the requirements for the quality of training should also change.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.004 |
| Scholarly communication | 0.003 | 0.004 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.016 | 0.003 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".