Bibliographic record
Abstract
Out of a segregated and persecuted black society, the Negro Leagues arose to provide a form of business, entertainment, and charity. The leagues served as a form of uplift within the race and as a tool to bring blacks together within their communities. In 1945, with the signing of Jackie Robinson to Montreal, baseball became a vehicle for integration. While Robinson broke the color line in professional baseball, he simultaneously broke the Negro Leagues. Black fans abandoned black baseball and turned to the Major Leagues to watch Robinson. Although the integration of baseball was the first major victory for integration in the United States, it was also the end of an era for the Negro Leagues, an institution that provided unity and pride within America's black communities. From both primary and secondary sources, it is obvious that the Negro Leagues played a vital role in black communities throughout the first half of the twentieth century. It is also apparent that there are conflicting opinions with regard to the integration of baseball, and whether it was a positive or negative event in black history. This essay examines the great paradox of the integration of baseball.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.019 | 0.009 |
| Scholarly communication | 0.012 | 0.005 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.009 | 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 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".