The Underrepresentation of French Canadians on English Canadian NHL Teams
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
Using a comprehensive data set covering the entire modern era of the National Hockey League (NHL), this article finds evidence that French Canadians have been underrepresented on English Canadian NHL teams, relative to their representation on U.S.-based teams. This underrepresentation on English Canadian teams was found not only for French Canadian players but also for off-ice personnel such as general managers and coaches. None of the traditional arguments as to why French Canadians may face entry barriers in the NHL can adequately explain the results of this article. The findings of the article give support to the hypothesis that French-English tensions may be resulting in English Canadian teams discriminating against French Canadian players. This hypothesis is given more credence when it is found that the degree of underrepresentation of French Canadians is greater during those NHL seasons when sovereigntist political threats in Quebec are highest.
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 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.001 | 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 it