Reimagining craft for community development
Bibliographic record
Abstract
In this paper we link contemporary thinking on craft and craftsmanship to concepts in community development. Craft is contrasted with popular development dogmas such as innovation, planning and the knowledge economy. Our aim is to reimagine craft as a form of production linked to traditions of trade-craft and blue-collar work, yet open to blending with the creative economy and innovation agendas. While emphasising tradition, craft can be forward-looking, experimental, adaptive and a driving force in the creation of successful places. We illustrate the local development potential of craft in a series of short research vignettes involving vineyards, community forests and market gardens. Ultimately, this paper challenges an increasingly narrow and homogenous range of one-size-fits-all development discourses and governance practices. Our aim is to create space for a wider array of valuing and strategising about rural community development, supporting robust and secure relationships between local endeavours and participation within wider economic geographies.
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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 | 0.007 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.011 | 0.052 |
| Scholarly communication | 0.012 | 0.011 |
| Open science | 0.002 | 0.015 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.011 | 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".