Making Broad Shoulders: Body-Building and Physical Culture in Chicago 1890–1920
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 February 1899, the Committee of Physical Culture of the Chicago Public School Board approved an intensive “anthropometric” study of all children enrolled in the city's public schools. The study was a detailed attempt to measure the height, weight, strength, lung capacity, hearing, and general fitness of Chicago's student population. Through 1899 and 1900, thousands of Chicago's primary, grammar, and high school students had their bodies closely scrutinized, measured, weighed, tested, and, in a few cases, diagrammed. What the School Board members wanted to know was the “fitness” of the student body. Were Chicago public school students—many recently arrived immigrants from eastern and southern Europe—vital and vigorous children who could become energetic modern workers and citizens (Figure 1)?
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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 | 0.000 | 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 | 0.000 | 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) | 0.000 | 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