Inventing Industrial Education: The <i>Ecole d'Arts et Métiers</i> of Châlons-sur-Marne, 1807–1830
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Bibliographic record
Abstract
Today eight Schools of Arts and Crafts are the largest source of engineers in France but they originated from a single school established by Napoleon Bonaparte in 1803. At the time many French were concerned that their industries lagged behind the British. What better way to modernize industry than to train boys and young men in a more rational approach to production and send them out to lead industrial change? Historians have left a pessimistic view of the school's first quarter century, but my reading of the evidence, including the archives on school shops and commerce, has led me to nearly the opposite conclusion—the school of Châlons was, from 1807 to 1830, one of the most innovative and unusual schools of all time.
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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 | 0.001 | 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