Development of a Comprehensive Platform for Campus Sports
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
From the degree of sports activities in colleges and universities across the country, the awareness of sports in colleges and universities needs to be strengthened, and the process of carrying out regular intramural sports competitions is cumbersome, which leads to a low density of sports competitions, which do not allow for sufficient training and do not lead to an improvement in the physical fitness of college students. At the same time, with the development of physical education, there are many kinds of physical education courses, and there are problems such as inconvenient communication between teachers and students and less time for students' physical exercise after class. Therefore, we can make use of the comprehensive platform of campus sports, "Sports Link+", to increase the frequency of activities, so that more students can actively participate, improve the management of physical education courses, focus on physical exercise, and achieve the purpose of physical fitness. The platform makes the competition more organized, and at the same time establishes a sound teaching feedback mechanism, which achieves the purpose of promoting sports and improving the sports literacy of college students in various aspects.
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 | 0.000 | 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