Crucibles of Craft: Home Workshops and Leisurely Striving in Twentieth-Century U.S. Woodworking Magazines
Bibliographic record
Abstract
With more leisure time in the early to mid-twentieth century, more people in industrialized countries took up hobbies. One hobby-woodworking-became a favorite among men, especially homeowners. Beyond the familiar "do-it-yourselfers" there was an audience eager to learn about woodworking, and magazine publishers encouraged them to acquire new skills and home machinery. American publishers led the way, but workshop converts in English-speaking countries like Canada and the United Kingdom got the magazines and the message. The promise of creative leisure at home did not democratize the hobby. Monthly features and awards praising accomplished amateurs did not challenge social and economic norms but defined leisure success in conventional terms. Those with the income and space to maintain a hobby served as models for others whose circumstances were less ideal. Through its flagship publication, a machine manufacturer often acquiesced to the industrial-era pressures that hobbies sought to alleviate.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.003 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.010 | 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".