More than a Miracle: The Korean War, Cold War Politics, and the 1960 Olympic Hockey Tournament
Bibliographic record
Abstract
This article documents the transformation of the American national hockey team from a poorly organized initiative into a powerful, partially state-sponsored operation, in the context of the broader geo-political tensions of the Cold War. Although the Union of Soviet Socialist Republics (USSR) and Czechoslovakia are typically portrayed as dubious ‘shamateurs’, paid by their respective militaries to do little but play hockey year round, we argue that the USA engaged in similar activities, albeit on a smaller scale. When the USA won hockey gold at the 1960 Olympics, the American media framed the team's success as a colossal upset of the mighty, military-supported USSR. The evolution of the American team, however, was far more complicated than this simple underdog story suggests. In this article, we use historical newspapers, sporting magazines, and government documents to illustrate the American government’s increasing commitment to international sporting success by examining the tumultuous USA national hockey program from the close of World War II (WWII) to the 1960 Olympics.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.008 | 0.011 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".