Bibliographic record
Abstract
An ADR arbitration system has a necessary value in the sports industry for settlement of disputes. Sports disputes should be resolved independently by enacting internal regulations within the basic principles of national law rather than treated as a civil action. If the dispute is not fair and transparent, it may cause distrust. Because an arbitration system has values such as speed, flexibility of economic decisions, professionalism of arbitrator and confidentiality of arbitration-related information, the efficiency of the arbitration system for conflict resolution has emerged recently. We have to assign sports experts to reactivate sports arbitration commission committees which existed from 2006 to 2009 in Korea. Many countries, such as the UK, USA, Canada, New Zealand, Hungary, the Netherlands, Poland, Germany, and Japan, which attain advancement of sports and the International Court of Arbitration establish and run their own sports arbitration agencies. However, Korea disbanded its sports arbitration commission committee for political and economic reasons. In 2012, after their disbanding, athlete Kim Yeon-kyoung came into conflict with Heungkuk Life over terms of free agent acquisition and international transfer certification. Finally they were able to settle those political conflicts. However if there had been related laws in Korea, they could have resolved those problems easily without international disputes. Practically, it would have been almost impossible for Kim Yeon-kyoung to win the dispute. But her problem became an issue after the London Olympics, so she could win. Although it is well for her to take an active role on the international stage, it left much to be desired on account of the intervention of political circles in order to resolve the conflict. If the sports arbitration commission committee in Korea had still been active, it could have come to a peaceful settlement domestically. Therefore we have to reestablish a Korean sports arbitration committee centered around experts of sports law.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.166 | 0.078 |
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".