Psychology strikes out: Coleman R. Griffith and the Chicago Cubs.
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
Coleman R. Griffith is widely known as the father of sport psychology in the United States. He directed the Research in Athletics Laboratory at the University of Illinois in the late 1920s and early 1930s and produced many articles and books on the psychology of sport. In 1938, P. K. Wrigley, owner of the Chicago Cubs, hired him to help improve the team's performance. Griffith and an assistant filmed and measured the players' skills, attempting to build a "scientific" training program for the team. Many of Griffith's subjects, most notably the managers, objected to his interference (as they saw it) and attempted to undermine his work. Griffith wrote more than 600 pages of reports on his work with the Cubs between 1938 and 1940. This article examines the content of those reports and the reasons for the failure of Griffith's project.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.007 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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