Bibliographic record
Abstract
Abstract As manufacturing has become globally fragmented, so too has the work of design. Complex supply chains conceal sources of creativity and innovation, posing new challenges for researching design history. There is little understanding of how the globalization of manufacturing in the late-twentieth and early-twenty-first centuries has affected design practice or how design authorship might be identified in mass-produced objects. This case study follows a pair of steel-toed boots named Vanessa from concept through design, development, and production, moving from Canada to Italy, Mexico, and beyond. It maps components, equipment, and expertise, making it possible to trace sources and relationships of design. Analysis reveals how the boots reflect shifts in global trade and the concentration of knowledge and resources in new locations. It also shows how the globalization of production has influenced the role of the product designer who acts as intermediary within transnational networks, combining predesigned components and practices from around the world. The manufacturer, Mellow Walk, has experienced the transition from a regional manufacturing economy to one that is globally integrated. The company was founded in the 1990s when most Canadian footwear factories had closed due to global competition. It is unique as the last fully integrated footwear factory in Ontario, meaning that management, design, production, sales, and shipping happen under one roof. Mellow Walk nevertheless depends on international suppliers and, in this sense, represents many other footwear brands around the world.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.006 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.019 | 0.014 |
| Scholarly communication | 0.008 | 0.006 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.005 | 0.003 |
| Insufficient payload (model declined to judge) | 0.007 | 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".