Scientific Bases the System of Future Fitness Coaches’ Professional Training in Higher Educational Institutions
Bibliographic record
Abstract
In the article is the system of future fitness coaches’ professional training in higher educational institutions in the unity of conceptual, contention, technological and effective components. The purpose of this paper is to ground conceptual principles of future fitness coaches’ professional training in higher educational institutions. Method of the study reflects the theoretical substantiation and development of a system of professional training for future fitness coaches in higher educational institutions. The model of the system of professional training of future fitness coaches was proposed, which contains four interrelated components: conceptual, intensive, technological and effective. The efficiency of the system is provided with the integration of medical-biological, social-humanitarian and psychoeducational knowledge in disciplines of different cycles of training based on integrative interdisciplinary connections, unity and intercommunication of sport and professional-pedagogical perfection in professional-motive abilities and skills formation, application of innovative information-communicative technologies and educational-technical facilities, the collaboration of higher educational institutions lecturers and practicing fitness coaches, development of international connections and collaboration in the context of the world and European educational sphere integration.
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 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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".