Study of the Ice Hockey Popularity and Future Planning in China
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
Ice Hockey had become a popular sport activity in Northern Countries like Canada. It has a long history in America and Europe, and people had established a mature system of competitions and games. It even derived other sports like floor hockey and roller hockey. Chinese government tried to import this kind of sport, encourage people to challenge themselves. This study describes the origins of ice hockey and analyses the geographical, economic, cultural and human constraints to the development of ice hockey in China. It finds that the sport is limited in China by the reasons, such as environment, the cost of equipment and the lack of professional staff. The article concludes with recommendations for the development of ice hockey in China from the perspectives of media, training and competition. Even though ice hockey has been slow to develop in China, with the opportunity of the 2022 Winter Olympics and the growing awareness of the sport, it is hoped that the diversity of ice and snow sports will enrich people's lives.
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 | 0.001 |
| 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