Paid to Play - The Canadian Hockey League Players Class Action Litigation
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
In 2014, the National Labor Relations Board’s Regional Director ruled that scholarship football players at Northwestern University were “employees”. Subsequently, in 2015, the full board, and without deciding the players’ status, declined to assert jurisdiction effectively ending the dispute. There are parallels between this dispute and lawsuits currently before the Canadian courts involving the Canadian Hockey League (“CHL”). The CHL is nominally an “amateur” league and is the principal development league for players hoping to pursue a career as a professional hockey player. The players claim they are “employees” under provincial employment standards statutes. The CHL maintains that the players are “student athletes”, akin to NCAA Division I scholarship athletes. This article examines the similarities and distinctions between CHL players and NCAA Division I athletes, discusses the CHL litigation, the probable outcome, and the possible ramifications of this litigation for the CHL and its players. ∗
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 | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.004 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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